Table of Contents

  • 1  Шаг Загрузите данные и изучите общую информацию
  • 2  Шаг Выполните предобработку данных
  • 3  Шаг Анализ данных
  • 4  Шаг Детализируем исследование: открытие кофейни

Рынок заведений общественного питания Москвы¶

В исследовании рынка заведений общественного питания Москвы учавствует инвестр из фонда «Shut Up and Take My Money», который хочет открыть заведение в Москве. Нам необходимо изучить рынок заведений по категории заведений, месту расположения, меню, цене. Презентовать полученные результаты, которые в будущем помогут в выборе подходящего инвесторам места.

Цель исследования:

  • Исследовать: количество объектов общественного питания, количество посадочных мест в местах по категориям и АО.

  • Проанализировать: соотношение сетевых и несетевых заведений в датасете; стоимость заказа в рублях по категориям и АО.

  • Найти топ-15 популярных сетей , улиц в Москве по категориям и АО.

  • Визуализировать распределение средних рейтингов по категориям заведений и АО.

  • Найти улицы, на которых находится только один объект общепита.

  • Сформулировать рекомендации о виде заведения, количестве посадочных мест, а также районе расположения нового объекта общественного питания.

Ход исследования: Данные о заведениях общественного питания Москвы для иссследования я получу из файла /datasets/moscow_places.csv. Перед тем как приступить к исследованию, необходимо проверить общую информацию о датасете. После анализа предоставленных данных, провожу предобработку данных: ищу явных и неявных дубликаты, заполняю пропущенные данные в столбцах, перевожу столбцы в нужный регистр, отбрасываю значения с аномальными значениями, добавляю нужные для анализа столбцы и приступаю к сисследованию.

Исследование пройдет в 5 этапов:

  • Обзор данных
  • Предобработка данных
  • Анализ данных
  • Детализируем исследование: открытие кофейни
  • Выводы на основании исследований
In [1]:
# импорт библиотек
import pandas as pd
import numpy as np
from scipy import stats as st
import seaborn as sns
import matplotlib.pyplot as plt
%matplotlib inline
from plotly import graph_objects as go
import plotly.express as px
import re
In [2]:
pd.set_option('display.max_rows', 500)
pd.set_option('display.max_columns', 500)
pd.set_option('display.width', 1000)
In [3]:
# загружаем данные 
try:
    path = 'B://Downloads//'
    df = pd.read_csv(path + 'moscow_places.csv') 

    
except:
    df = pd.read_csv('/datasets/moscow_places.csv')

Описание данных

Файл moscow_places.csv:

  • name — название заведения;
  • address — адрес заведения;
  • category — категория заведения, например «кафе», «пиццерия» или «кофейня»;
  • hours — информация о днях и часах работы;
  • lat — широта географической точки, в которой находится заведение;
  • lng — долгота географической точки, в которой находится заведение;
  • rating — рейтинг заведения по оценкам пользователей в Яндекс Картах (высшая оценка — 5.0);
  • price — категория цен в заведении, например «средние», «ниже среднего», «выше среднего» и так далее;
  • avg_bill — строка, которая хранит среднюю стоимость заказа в виде диапазона, например:
    • «Средний счёт: 1000–1500 ₽»;
    • «Цена чашки капучино: 130–220 ₽»;
    • «Цена бокала пива: 400–600 ₽».
    • и так далее;
  • middle_avg_bill — число с оценкой среднего чека, которое указано только для значений из столбца avg_bill, начинающихся с подстроки «Средний счёт»:
    • Если в строке указан ценовой диапазон из двух значений, в столбец войдёт медиана этих двух значений.
    • Если в строке указано одно число — цена без диапазона, то в столбец войдёт это число.
    • Если значения нет или оно не начинается с подстроки «Средний счёт», то в столбец ничего не войдёт.
  • middle_coffee_cup — число с оценкой одной чашки капучино, которое указано только для значений из столбца avg_bill, начинающихся с подстроки «Цена одной чашки капучино»:
    • Если в строке указан ценовой диапазон из двух значений, в столбец войдёт медиана этих двух значений.
    • Если в строке указано одно число — цена без диапазона, то в столбец войдёт это число.
    • Если значения нет или оно не начинается с подстроки «Цена одной чашки капучино», то в столбец ничего не войдёт.
  • chain — число, выраженное 0 или 1, которое показывает, является ли заведение сетевым (для маленьких сетей могут встречаться ошибки):
    • 0 — заведение не является сетевым
    • 1 — заведение является сетевым
  • district — административный район, в котором находится заведение, например Центральный административный округ;
  • seats — количество посадочных мест.

Инструкция по выполнению проекта

Шаг Загрузите данные и изучите общую информацию¶

Загрузите данные о заведениях общественного питания Москвы. Путь к файлу: /datasets/moscow_places.csv. Скачать датасет.

In [4]:
df
Out[4]:
name category address district hours lat lng rating price avg_bill middle_avg_bill middle_coffee_cup chain seats
0 WoWфли кафе Москва, улица Дыбенко, 7/1 Северный административный округ ежедневно, 10:00–22:00 55.878494 37.478860 5.0 NaN NaN NaN NaN 0 NaN
1 Четыре комнаты ресторан Москва, улица Дыбенко, 36, корп. 1 Северный административный округ ежедневно, 10:00–22:00 55.875801 37.484479 4.5 выше среднего Средний счёт:1500–1600 ₽ 1550.0 NaN 0 4.0
2 Хазри кафе Москва, Клязьминская улица, 15 Северный административный округ пн-чт 11:00–02:00; пт,сб 11:00–05:00; вс 11:00... 55.889146 37.525901 4.6 средние Средний счёт:от 1000 ₽ 1000.0 NaN 0 45.0
3 Dormouse Coffee Shop кофейня Москва, улица Маршала Федоренко, 12 Северный административный округ ежедневно, 09:00–22:00 55.881608 37.488860 5.0 NaN Цена чашки капучино:155–185 ₽ NaN 170.0 0 NaN
4 Иль Марко пиццерия Москва, Правобережная улица, 1Б Северный административный округ ежедневно, 10:00–22:00 55.881166 37.449357 5.0 средние Средний счёт:400–600 ₽ 500.0 NaN 1 148.0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
8401 Суши Мания кафе Москва, Профсоюзная улица, 56 Юго-Западный административный округ ежедневно, 09:00–02:00 55.670021 37.552480 4.4 NaN NaN NaN NaN 0 86.0
8402 Миславнес кафе Москва, Пролетарский проспект, 19, корп. 1 Южный административный округ ежедневно, 08:00–22:00 55.640875 37.656553 4.8 NaN NaN NaN NaN 0 150.0
8403 Самовар кафе Москва, Люблинская улица, 112А, стр. 1 Юго-Восточный административный округ ежедневно, круглосуточно 55.648859 37.743219 3.9 NaN Средний счёт:от 150 ₽ 150.0 NaN 0 150.0
8404 Чайхана Sabr кафе Москва, Люблинская улица, 112А, стр. 1 Юго-Восточный административный округ ежедневно, круглосуточно 55.648849 37.743222 4.2 NaN NaN NaN NaN 1 150.0
8405 Kebab Time кафе Москва, Россошанский проезд, 6 Южный административный округ ежедневно, круглосуточно 55.598229 37.604702 3.9 NaN NaN NaN NaN 0 12.0

8406 rows × 14 columns

Изучите общую информацию о датасете. Сколько заведений представлено? Что можно сказать о каждом столбце? Значения какого типа они хранят?

In [5]:
df.shape
Out[5]:
(8406, 14)
In [6]:
df.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 8406 entries, 0 to 8405
Data columns (total 14 columns):
 #   Column             Non-Null Count  Dtype  
---  ------             --------------  -----  
 0   name               8406 non-null   object 
 1   category           8406 non-null   object 
 2   address            8406 non-null   object 
 3   district           8406 non-null   object 
 4   hours              7870 non-null   object 
 5   lat                8406 non-null   float64
 6   lng                8406 non-null   float64
 7   rating             8406 non-null   float64
 8   price              3315 non-null   object 
 9   avg_bill           3816 non-null   object 
 10  middle_avg_bill    3149 non-null   float64
 11  middle_coffee_cup  535 non-null    float64
 12  chain              8406 non-null   int64  
 13  seats              4795 non-null   float64
dtypes: float64(6), int64(1), object(7)
memory usage: 919.5+ KB

Загрузили данные о заведениях общественного питания Москвы, которые хранятся файле: /datasets/moscow_places.csv.

Изучили общую информацию о датасете: 8406 строк и 14 столбцов. 8406 заведений представлено в датасете.

7 столбцов имеют тип данных object: name, category, address, district, hours, price, avg_bill.

6 столбцов имеют тип данных float64: lat, lng, rating, middle_avg_bill, middle_coffee_cup, seats.

Один столбец - chain имеет тип данных int64.

В 6 стобцах представлены не полные данные: hours(7870), price(3315), avg_bill(3816), middle_avg_bill(3149), middle_coffee_cup(535), seats(4795).

Шаг Выполните предобработку данных¶

In [7]:
# выводим информацию о данных
display(df.head())
display(df.info())
display(df.describe())
print('Количество дублей:', df.duplicated().sum())
name category address district hours lat lng rating price avg_bill middle_avg_bill middle_coffee_cup chain seats
0 WoWфли кафе Москва, улица Дыбенко, 7/1 Северный административный округ ежедневно, 10:00–22:00 55.878494 37.478860 5.0 NaN NaN NaN NaN 0 NaN
1 Четыре комнаты ресторан Москва, улица Дыбенко, 36, корп. 1 Северный административный округ ежедневно, 10:00–22:00 55.875801 37.484479 4.5 выше среднего Средний счёт:1500–1600 ₽ 1550.0 NaN 0 4.0
2 Хазри кафе Москва, Клязьминская улица, 15 Северный административный округ пн-чт 11:00–02:00; пт,сб 11:00–05:00; вс 11:00... 55.889146 37.525901 4.6 средние Средний счёт:от 1000 ₽ 1000.0 NaN 0 45.0
3 Dormouse Coffee Shop кофейня Москва, улица Маршала Федоренко, 12 Северный административный округ ежедневно, 09:00–22:00 55.881608 37.488860 5.0 NaN Цена чашки капучино:155–185 ₽ NaN 170.0 0 NaN
4 Иль Марко пиццерия Москва, Правобережная улица, 1Б Северный административный округ ежедневно, 10:00–22:00 55.881166 37.449357 5.0 средние Средний счёт:400–600 ₽ 500.0 NaN 1 148.0 
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 8406 entries, 0 to 8405
Data columns (total 14 columns):
 #   Column             Non-Null Count  Dtype  
---  ------             --------------  -----  
 0   name               8406 non-null   object 
 1   category           8406 non-null   object 
 2   address            8406 non-null   object 
 3   district           8406 non-null   object 
 4   hours              7870 non-null   object 
 5   lat                8406 non-null   float64
 6   lng                8406 non-null   float64
 7   rating             8406 non-null   float64
 8   price              3315 non-null   object 
 9   avg_bill           3816 non-null   object 
 10  middle_avg_bill    3149 non-null   float64
 11  middle_coffee_cup  535 non-null    float64
 12  chain              8406 non-null   int64  
 13  seats              4795 non-null   float64
dtypes: float64(6), int64(1), object(7)
memory usage: 919.5+ KB

None
lat lng rating middle_avg_bill middle_coffee_cup chain seats
count 8406.000000 8406.000000 8406.000000 3149.000000 535.000000 8406.000000 4795.000000
mean 55.750109 37.608570 4.229895 958.053668 174.721495 0.381275 108.421689
std 0.069658 0.098597 0.470348 1009.732845 88.951103 0.485729 122.833396
min 55.573942 37.355651 1.000000 0.000000 60.000000 0.000000 0.000000
25% 55.705155 37.538583 4.100000 375.000000 124.500000 0.000000 40.000000
50% 55.753425 37.605246 4.300000 750.000000 169.000000 0.000000 75.000000
75% 55.795041 37.664792 4.400000 1250.000000 225.000000 1.000000 140.000000
max 55.928943 37.874466 5.000000 35000.000000 1568.000000 1.000000 1288.000000 
Количество дублей: 0
In [8]:
# узнаем сколько в каждом столбце пропусков
df.isna().sum()
Out[8]:
name                    0
category                0
address                 0
district                0
hours                 536
lat                     0
lng                     0
rating                  0
price                5091
avg_bill             4590
middle_avg_bill      5257
middle_coffee_cup    7871
chain                   0
seats                3611
dtype: int64
In [9]:
# подсчитаем в процентном отношении пропуски в каждом столбце
df.isna().mean()*100
Out[9]:
name                  0.000000
category              0.000000
address               0.000000
district              0.000000
hours                 6.376398
lat                   0.000000
lng                   0.000000
rating                0.000000
price                60.563883
avg_bill             54.603854
middle_avg_bill      62.538663
middle_coffee_cup    93.635498
chain                 0.000000
seats                42.957411
dtype: float64
In [10]:
# создаем столбец street с названиями улиц из столбца с адресом
words = ['улица','ул','переулок','шоссе','проспект','площадь','проезд',
         'село','аллея','бульвар','набережная','тупик','линия']

str_pat = r".*,\s*\b([^,]*?(?:{})\b[^,]*)[,$]+".format("|".join(words))

df["street"] = df["address"].str.extract(str_pat, flags=re.I)
In [11]:
# Создаем столбец is_24/7 с обозначением, что заведение работает ежедневно и круглосуточно (24/7):
    #логическое значение True — если заведение работает ежедневно и круглосуточно;
    #логическое значение False — в противоположном случае.

def hours_true_false(x):
    if x=='ежедневно, круглосуточно':
        return True
    elif x!='ежедневно, круглосуточно':
        return False
    
df['is_24/7'] = df['hours'].apply(hours_true_false)
In [12]:
df.head(5)
Out[12]:
name category address district hours lat lng rating price avg_bill middle_avg_bill middle_coffee_cup chain seats street is_24/7
0 WoWфли кафе Москва, улица Дыбенко, 7/1 Северный административный округ ежедневно, 10:00–22:00 55.878494 37.478860 5.0 NaN NaN NaN NaN 0 NaN улица Дыбенко False
1 Четыре комнаты ресторан Москва, улица Дыбенко, 36, корп. 1 Северный административный округ ежедневно, 10:00–22:00 55.875801 37.484479 4.5 выше среднего Средний счёт:1500–1600 ₽ 1550.0 NaN 0 4.0 улица Дыбенко False
2 Хазри кафе Москва, Клязьминская улица, 15 Северный административный округ пн-чт 11:00–02:00; пт,сб 11:00–05:00; вс 11:00... 55.889146 37.525901 4.6 средние Средний счёт:от 1000 ₽ 1000.0 NaN 0 45.0 Клязьминская улица False
3 Dormouse Coffee Shop кофейня Москва, улица Маршала Федоренко, 12 Северный административный округ ежедневно, 09:00–22:00 55.881608 37.488860 5.0 NaN Цена чашки капучино:155–185 ₽ NaN 170.0 0 NaN улица Маршала Федоренко False
4 Иль Марко пиццерия Москва, Правобережная улица, 1Б Северный административный округ ежедневно, 10:00–22:00 55.881166 37.449357 5.0 средние Средний счёт:400–600 ₽ 500.0 NaN 1 148.0 Правобережная улица False
In [13]:
# создаем новый столбец district_new из столбца district с сокращенными названиями административных округов
def district_new(district):
    try:
        if district == 'Южный административный округ':
            return 'ЮАО'
        elif district == 'Юго-Западный административный округ':
            return 'ЮЗАО'
        elif district == 'Юго-Восточный административный округ':
            return 'ЮВАО'
        elif district == 'Центральный административный округ':
            return 'ЦАО'
        elif district == 'Северо-Западный административный округ':
            return 'СЗАО'
        elif district == 'Северо-Восточный административный округ':
            return 'СВАО'
        elif district == 'Северный административный округ':
            return 'САО'
        elif district == 'Западный административный округ':
            return 'ЗАО'
        elif district == 'Восточный административный округ':
            return 'ВАО'
    except:
        pass    
df['district_new'] = df['district'].apply(district_new)
In [14]:
# выявляем неявные дубликаты в столбце name
df['name'].nunique()
Out[14]:
5614
In [15]:
# переводим столбец name в нижний регистр
df['name'] = df['name'].str.lower()
In [16]:
# проверяем столбец name 
df['name'].nunique()
Out[16]:
5512
In [17]:
# меняем в столбце name с буквой ё на букву е
df['name'] = df['name'].map(lambda x: x.replace('ё', 'е')) # меняем в словах с буквой ё на букву е
In [18]:
# проверяем столбец name 
df['name'].nunique()
Out[18]:
5506
In [19]:
# заменяем неявные дубликаты в столбце name
df['name'] = df['name'].replace(['яндекс.лавка'], 'яндекс лавка')
df['name'] = df['name'].replace(['кулинарная лавка братьев караваевых'], 'к.л братьев караваевых')
df['name'] = df['name'].replace(["доминос пицца"], "домино'с пицца")
df['name'] = df['name'].replace(["drive cafe"], "drive café")
df['name'] = df['name'].replace(["кафе столовая"], "кафе-столовая")
df['name'] = df['name'].replace(["кафе бар"], "кафе-бар")
df['name'] = df['name'].replace(["чайхона №1"], "чайхона № 1")
In [20]:
# проверяем столбец name 
df['name'].nunique()
Out[20]:
5500
In [21]:
# заполняем пропуски в столбце street
df['street'] = df['street'].fillna('неизвестен')
In [22]:
# заполняем пропуски в столбце hours
df['hours'] = df['hours'].fillna('неизвестен')
In [23]:
# заполняем пропуски в столбце price
df['price'] = df['price'].fillna('неизвестен')
In [24]:
# заполняем пропуски в столбце avg_bill
df['avg_bill'] = df['avg_bill'].fillna('неизвестен')
In [25]:
#уберем 1% аномальных значений в столбце seats
df = df[~(df['seats'] > np.nanpercentile(df['seats'], 99))]
df
Out[25]:
name category address district hours lat lng rating price avg_bill middle_avg_bill middle_coffee_cup chain seats street is_24/7 district_new
0 wowфли кафе Москва, улица Дыбенко, 7/1 Северный административный округ ежедневно, 10:00–22:00 55.878494 37.478860 5.0 неизвестен неизвестен NaN NaN 0 NaN улица Дыбенко False САО
1 четыре комнаты ресторан Москва, улица Дыбенко, 36, корп. 1 Северный административный округ ежедневно, 10:00–22:00 55.875801 37.484479 4.5 выше среднего Средний счёт:1500–1600 ₽ 1550.0 NaN 0 4.0 улица Дыбенко False САО
2 хазри кафе Москва, Клязьминская улица, 15 Северный административный округ пн-чт 11:00–02:00; пт,сб 11:00–05:00; вс 11:00... 55.889146 37.525901 4.6 средние Средний счёт:от 1000 ₽ 1000.0 NaN 0 45.0 Клязьминская улица False САО
3 dormouse coffee shop кофейня Москва, улица Маршала Федоренко, 12 Северный административный округ ежедневно, 09:00–22:00 55.881608 37.488860 5.0 неизвестен Цена чашки капучино:155–185 ₽ NaN 170.0 0 NaN улица Маршала Федоренко False САО
4 иль марко пиццерия Москва, Правобережная улица, 1Б Северный административный округ ежедневно, 10:00–22:00 55.881166 37.449357 5.0 средние Средний счёт:400–600 ₽ 500.0 NaN 1 148.0 Правобережная улица False САО
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
8401 суши мания кафе Москва, Профсоюзная улица, 56 Юго-Западный административный округ ежедневно, 09:00–02:00 55.670021 37.552480 4.4 неизвестен неизвестен NaN NaN 0 86.0 Профсоюзная улица False ЮЗАО
8402 миславнес кафе Москва, Пролетарский проспект, 19, корп. 1 Южный административный округ ежедневно, 08:00–22:00 55.640875 37.656553 4.8 неизвестен неизвестен NaN NaN 0 150.0 Пролетарский проспект False ЮАО
8403 самовар кафе Москва, Люблинская улица, 112А, стр. 1 Юго-Восточный административный округ ежедневно, круглосуточно 55.648859 37.743219 3.9 неизвестен Средний счёт:от 150 ₽ 150.0 NaN 0 150.0 Люблинская улица True ЮВАО
8404 чайхана sabr кафе Москва, Люблинская улица, 112А, стр. 1 Юго-Восточный административный округ ежедневно, круглосуточно 55.648849 37.743222 4.2 неизвестен неизвестен NaN NaN 1 150.0 Люблинская улица True ЮВАО
8405 kebab time кафе Москва, Россошанский проезд, 6 Южный административный округ ежедневно, круглосуточно 55.598229 37.604702 3.9 неизвестен неизвестен NaN NaN 0 12.0 Россошанский проезд True ЮАО

8376 rows × 17 columns

In [26]:
#уберем 1% аномальных значений  в столбце middle_coffee_cup
df = df[~(df['middle_coffee_cup'] > np.nanpercentile(df['middle_coffee_cup'], 99))]
df
Out[26]:
name category address district hours lat lng rating price avg_bill middle_avg_bill middle_coffee_cup chain seats street is_24/7 district_new
0 wowфли кафе Москва, улица Дыбенко, 7/1 Северный административный округ ежедневно, 10:00–22:00 55.878494 37.478860 5.0 неизвестен неизвестен NaN NaN 0 NaN улица Дыбенко False САО
1 четыре комнаты ресторан Москва, улица Дыбенко, 36, корп. 1 Северный административный округ ежедневно, 10:00–22:00 55.875801 37.484479 4.5 выше среднего Средний счёт:1500–1600 ₽ 1550.0 NaN 0 4.0 улица Дыбенко False САО
2 хазри кафе Москва, Клязьминская улица, 15 Северный административный округ пн-чт 11:00–02:00; пт,сб 11:00–05:00; вс 11:00... 55.889146 37.525901 4.6 средние Средний счёт:от 1000 ₽ 1000.0 NaN 0 45.0 Клязьминская улица False САО
3 dormouse coffee shop кофейня Москва, улица Маршала Федоренко, 12 Северный административный округ ежедневно, 09:00–22:00 55.881608 37.488860 5.0 неизвестен Цена чашки капучино:155–185 ₽ NaN 170.0 0 NaN улица Маршала Федоренко False САО
4 иль марко пиццерия Москва, Правобережная улица, 1Б Северный административный округ ежедневно, 10:00–22:00 55.881166 37.449357 5.0 средние Средний счёт:400–600 ₽ 500.0 NaN 1 148.0 Правобережная улица False САО
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
8401 суши мания кафе Москва, Профсоюзная улица, 56 Юго-Западный административный округ ежедневно, 09:00–02:00 55.670021 37.552480 4.4 неизвестен неизвестен NaN NaN 0 86.0 Профсоюзная улица False ЮЗАО
8402 миславнес кафе Москва, Пролетарский проспект, 19, корп. 1 Южный административный округ ежедневно, 08:00–22:00 55.640875 37.656553 4.8 неизвестен неизвестен NaN NaN 0 150.0 Пролетарский проспект False ЮАО
8403 самовар кафе Москва, Люблинская улица, 112А, стр. 1 Юго-Восточный административный округ ежедневно, круглосуточно 55.648859 37.743219 3.9 неизвестен Средний счёт:от 150 ₽ 150.0 NaN 0 150.0 Люблинская улица True ЮВАО
8404 чайхана sabr кафе Москва, Люблинская улица, 112А, стр. 1 Юго-Восточный административный округ ежедневно, круглосуточно 55.648849 37.743222 4.2 неизвестен неизвестен NaN NaN 1 150.0 Люблинская улица True ЮВАО
8405 kebab time кафе Москва, Россошанский проезд, 6 Южный административный округ ежедневно, круглосуточно 55.598229 37.604702 3.9 неизвестен неизвестен NaN NaN 0 12.0 Россошанский проезд True ЮАО

8370 rows × 17 columns

In [27]:
#уберем 1% аномальных значений в столбце middle_avg_bill
df = df[~(df['middle_avg_bill'] > np.nanpercentile(df['middle_avg_bill'], 99))]
df
Out[27]:
name category address district hours lat lng rating price avg_bill middle_avg_bill middle_coffee_cup chain seats street is_24/7 district_new
0 wowфли кафе Москва, улица Дыбенко, 7/1 Северный административный округ ежедневно, 10:00–22:00 55.878494 37.478860 5.0 неизвестен неизвестен NaN NaN 0 NaN улица Дыбенко False САО
1 четыре комнаты ресторан Москва, улица Дыбенко, 36, корп. 1 Северный административный округ ежедневно, 10:00–22:00 55.875801 37.484479 4.5 выше среднего Средний счёт:1500–1600 ₽ 1550.0 NaN 0 4.0 улица Дыбенко False САО
2 хазри кафе Москва, Клязьминская улица, 15 Северный административный округ пн-чт 11:00–02:00; пт,сб 11:00–05:00; вс 11:00... 55.889146 37.525901 4.6 средние Средний счёт:от 1000 ₽ 1000.0 NaN 0 45.0 Клязьминская улица False САО
3 dormouse coffee shop кофейня Москва, улица Маршала Федоренко, 12 Северный административный округ ежедневно, 09:00–22:00 55.881608 37.488860 5.0 неизвестен Цена чашки капучино:155–185 ₽ NaN 170.0 0 NaN улица Маршала Федоренко False САО
4 иль марко пиццерия Москва, Правобережная улица, 1Б Северный административный округ ежедневно, 10:00–22:00 55.881166 37.449357 5.0 средние Средний счёт:400–600 ₽ 500.0 NaN 1 148.0 Правобережная улица False САО
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
8401 суши мания кафе Москва, Профсоюзная улица, 56 Юго-Западный административный округ ежедневно, 09:00–02:00 55.670021 37.552480 4.4 неизвестен неизвестен NaN NaN 0 86.0 Профсоюзная улица False ЮЗАО
8402 миславнес кафе Москва, Пролетарский проспект, 19, корп. 1 Южный административный округ ежедневно, 08:00–22:00 55.640875 37.656553 4.8 неизвестен неизвестен NaN NaN 0 150.0 Пролетарский проспект False ЮАО
8403 самовар кафе Москва, Люблинская улица, 112А, стр. 1 Юго-Восточный административный округ ежедневно, круглосуточно 55.648859 37.743219 3.9 неизвестен Средний счёт:от 150 ₽ 150.0 NaN 0 150.0 Люблинская улица True ЮВАО
8404 чайхана sabr кафе Москва, Люблинская улица, 112А, стр. 1 Юго-Восточный административный округ ежедневно, круглосуточно 55.648849 37.743222 4.2 неизвестен неизвестен NaN NaN 1 150.0 Люблинская улица True ЮВАО
8405 kebab time кафе Москва, Россошанский проезд, 6 Южный административный округ ежедневно, круглосуточно 55.598229 37.604702 3.9 неизвестен неизвестен NaN NaN 0 12.0 Россошанский проезд True ЮАО

8340 rows × 17 columns

In [28]:
df.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 8340 entries, 0 to 8405
Data columns (total 17 columns):
 #   Column             Non-Null Count  Dtype  
---  ------             --------------  -----  
 0   name               8340 non-null   object 
 1   category           8340 non-null   object 
 2   address            8340 non-null   object 
 3   district           8340 non-null   object 
 4   hours              8340 non-null   object 
 5   lat                8340 non-null   float64
 6   lng                8340 non-null   float64
 7   rating             8340 non-null   float64
 8   price              8340 non-null   object 
 9   avg_bill           8340 non-null   object 
 10  middle_avg_bill    3113 non-null   float64
 11  middle_coffee_cup  528 non-null    float64
 12  chain              8340 non-null   int64  
 13  seats              4740 non-null   float64
 14  street             8340 non-null   object 
 15  is_24/7            8340 non-null   bool   
 16  district_new       8340 non-null   object 
dtypes: bool(1), float64(6), int64(1), object(9)
memory usage: 1.1+ MB
In [29]:
df.head(100)
Out[29]:
name category address district hours lat lng rating price avg_bill middle_avg_bill middle_coffee_cup chain seats street is_24/7 district_new
0 wowфли кафе Москва, улица Дыбенко, 7/1 Северный административный округ ежедневно, 10:00–22:00 55.878494 37.478860 5.0 неизвестен неизвестен NaN NaN 0 NaN улица Дыбенко False САО
1 четыре комнаты ресторан Москва, улица Дыбенко, 36, корп. 1 Северный административный округ ежедневно, 10:00–22:00 55.875801 37.484479 4.5 выше среднего Средний счёт:1500–1600 ₽ 1550.0 NaN 0 4.0 улица Дыбенко False САО
2 хазри кафе Москва, Клязьминская улица, 15 Северный административный округ пн-чт 11:00–02:00; пт,сб 11:00–05:00; вс 11:00... 55.889146 37.525901 4.6 средние Средний счёт:от 1000 ₽ 1000.0 NaN 0 45.0 Клязьминская улица False САО
3 dormouse coffee shop кофейня Москва, улица Маршала Федоренко, 12 Северный административный округ ежедневно, 09:00–22:00 55.881608 37.488860 5.0 неизвестен Цена чашки капучино:155–185 ₽ NaN 170.0 0 NaN улица Маршала Федоренко False САО
4 иль марко пиццерия Москва, Правобережная улица, 1Б Северный административный округ ежедневно, 10:00–22:00 55.881166 37.449357 5.0 средние Средний счёт:400–600 ₽ 500.0 NaN 1 148.0 Правобережная улица False САО
5 sergio pizza пиццерия Москва, Ижорская улица, вл8Б Северный административный округ ежедневно, 10:00–23:00 55.888010 37.509573 4.6 средние неизвестен NaN NaN 0 NaN Ижорская улица False САО
6 огни города бар,паб Москва, Клязьминская улица, 9, стр. 3 Северный административный округ пн 15:00–04:00; вт-вс 15:00–05:00 55.890752 37.524653 4.4 средние Средний счёт:199 ₽ 199.0 NaN 0 45.0 Клязьминская улица False САО
7 mr. уголек быстрое питание Москва, Клязьминская улица, 9, стр. 3 Северный административный округ пн-чт 10:00–22:00; пт,сб 10:00–23:00; вс 10:00... 55.890636 37.524303 4.7 средние Средний счёт:200–300 ₽ 250.0 NaN 0 45.0 Клязьминская улица False САО
8 donna maria ресторан Москва, Дмитровское шоссе, 107, корп. 4 Северный административный округ ежедневно, 10:00–22:00 55.880045 37.539006 4.8 средние Средний счёт:от 500 ₽ 500.0 NaN 0 79.0 Дмитровское шоссе False САО
9 готика кафе Москва, Ангарская улица, 39 Северный административный округ ежедневно, 12:00–00:00 55.879038 37.524487 4.3 средние Средний счёт:1000–1200 ₽ 1100.0 NaN 0 65.0 Ангарская улица False САО
10 great room bar бар,паб Москва, Левобережная улица, 12 Северный административный округ ежедневно, круглосуточно 55.877832 37.469171 4.5 средние Цена бокала пива:250–350 ₽ NaN NaN 0 102.0 Левобережная улица True САО
11 шашлык шефф кафе Москва, улица Маршала Федоренко, 10с1 Северный административный округ ежедневно, 10:00–21:00 55.881770 37.492362 4.9 неизвестен неизвестен NaN NaN 0 NaN улица Маршала Федоренко False САО
12 заправка кафе Москва, МКАД, 80-й километр, 1 Северный административный округ вт-сб 09:00–18:00 55.899938 37.517958 4.3 средние Средний счёт:330 ₽ 330.0 NaN 0 NaN неизвестен False САО
13 буханка булочная Москва, Базовская улица, 15, корп. 1 Северный административный округ ежедневно, 08:00–22:00 55.877007 37.504980 4.8 неизвестен неизвестен NaN NaN 1 180.0 Базовская улица False САО
14 у сильвы бар,паб Москва, Ангарская улица, 42с1 Северный административный округ ежедневно, 13:00–00:00 55.885528 37.528371 4.2 выше среднего Средний счёт:1500 ₽ 1500.0 NaN 0 NaN Ангарская улица False САО
15 дом обеда столовая Москва, улица Бусиновская Горка, 2 Северный административный округ пн-пт 08:30–18:30; сб 10:00–20:00 55.885890 37.493264 4.1 средние Средний счёт:300–500 ₽ 400.0 NaN 0 180.0 улица Бусиновская Горка False САО
16 база стритфуд кафе Москва, Базовская улица, 15, корп. 8 Северный административный округ ежедневно, 10:00–23:00 55.877859 37.507754 4.2 средние Средний счёт:140–350 ₽ 245.0 NaN 0 NaN Базовская улица False САО
17 чайхана беш-бармак ресторан Москва, Ленинградское шоссе, 71Б, стр. 2 Северный административный округ ежедневно, круглосуточно 55.876908 37.449876 4.4 средние Средний счёт:350–500 ₽ 425.0 NaN 0 96.0 Ленинградское шоссе True САО
18 час-пик столовая Москва, Коровинское шоссе, 30А Северный административный округ ежедневно, 09:00–21:00 55.884651 37.517482 4.3 средние Средний счёт:200–300 ₽ 250.0 NaN 0 25.0 Коровинское шоссе False САО
19 пекарня булочная Москва, Ижорский проезд, 5 Северный административный округ ежедневно, круглосуточно 55.887969 37.515688 4.4 неизвестен неизвестен NaN NaN 1 NaN Ижорский проезд True САО
20 чебуреки манты кафе Москва, Правобережная улица, 1Б Северный административный округ ежедневно, 10:00–22:00 55.880287 37.448646 4.3 неизвестен неизвестен NaN NaN 1 148.0 Правобережная улица False САО
21 7/12 кафе Москва, Прибрежный проезд, 7 Северный административный округ ежедневно, 10:00–22:00 55.876805 37.464934 4.5 неизвестен неизвестен NaN NaN 0 NaN Прибрежный проезд False САО
22 крымские чебуреки кафе Москва, Коровинское шоссе, 35, стр. 17 Северный административный округ пн-пт 09:00–21:00 55.883414 37.514572 4.2 неизвестен неизвестен NaN NaN 0 NaN Коровинское шоссе False САО
23 буханка булочная Москва, Лобненская улица, 13к2 Северный административный округ ежедневно, 08:00–22:00 55.888421 37.527106 4.7 неизвестен неизвестен NaN NaN 1 NaN Лобненская улица False САО
24 drive café кафе Москва, улица Дыбенко, 9Ас1 Северный административный округ ежедневно, круглосуточно 55.879992 37.481571 4.0 неизвестен неизвестен NaN NaN 1 NaN улица Дыбенко True САО
25 в парке вкуснее кофейня Москва, парк Левобережный Северный административный округ ежедневно, 10:00–21:00 55.878453 37.460028 4.3 неизвестен неизвестен NaN NaN 1 NaN неизвестен False САО
26 пикочино пиццерия Москва, Дмитровское шоссе, 107к2 Северный административный округ пн-чт 11:00–22:00; пт,сб 11:00–23:00; вс 11:00... 55.879390 37.541228 4.5 средние Средний счёт:300–1500 ₽ 900.0 NaN 0 NaN Дмитровское шоссе False САО
27 шаурму х@чу быстрое питание Москва, улица Дыбенко, 7, стр. 1 Северный административный округ пн-пт 08:00–22:00; сб,вс 10:00–22:00 55.879324 37.480280 4.1 неизвестен Средний счёт:от 240 ₽ 240.0 NaN 0 4.0 улица Дыбенко False САО
28 mafe кафе Москва, МКАД, 78-й километр, 14к1 Северный административный округ ежедневно, 10:00–19:00 55.893061 37.501319 3.8 средние Средний счёт:400–600 ₽ 500.0 NaN 0 NaN неизвестен False САО
29 кушай город столовая Москва, Дмитровское шоссе, 157, стр. 15 Северный административный округ пн-пт 09:00–16:00 55.898414 37.539256 4.2 средние Средний счёт:200–250 ₽ 225.0 NaN 1 NaN Дмитровское шоссе False САО
30 кафедра булочная Москва, Базовская улица, 15, корп. 6 Северный административный округ ежедневно, 08:00–21:00 55.879723 37.510227 4.4 неизвестен неизвестен NaN NaN 0 NaN Базовская улица False САО
31 алталия быстрое питание Москва, улица Дыбенко, 7/1 Северный административный округ ежедневно, 10:00–22:00 55.878691 37.478993 4.1 неизвестен неизвестен NaN NaN 0 NaN улица Дыбенко False САО
32 додо пицца пиццерия Москва, Коровинское шоссе, 23, корп. 1 Северный административный округ ежедневно, 09:00–23:00 55.877388 37.523334 4.3 неизвестен Средний счёт:328 ₽ 328.0 NaN 1 46.0 Коровинское шоссе False САО
33 изба ресторан Москва, Лобненская улица, 4А Северный административный округ ежедневно, 10:00–21:00 55.890030 37.537515 4.3 средние Средний счёт:300 ₽ 300.0 NaN 0 40.0 Лобненская улица False САО
34 домино'с пицца пиццерия Москва, Клязьминская улица, 11, корп. 4 Северный административный округ ежедневно, 10:00–23:00 55.886963 37.523518 4.2 неизвестен Средний счёт:от 500 ₽ 500.0 NaN 1 247.0 Клязьминская улица False САО
35 виладж пицца пиццерия Москва, Базовская улица, 15, корп. 15 Северный административный округ ежедневно, 09:00–23:00 55.876278 37.505575 4.3 средние Средний счёт:от 345 ₽ 345.0 NaN 0 NaN Базовская улица False САО
36 пекарня № 1 грузинская кухня кафе Москва, Коровинское шоссе, 33А Северный административный округ ежедневно, 10:00–22:00 55.882222 37.518057 3.9 неизвестен неизвестен NaN NaN 0 21.0 Коровинское шоссе False САО
37 халяль закусочная кафе Москва, Коровинское шоссе, 46, стр. 5 Северный административный округ ежедневно, 08:00–23:00 55.888023 37.515443 3.9 неизвестен неизвестен NaN NaN 0 NaN Коровинское шоссе False САО
38 ижора булочная Москва, Ижорский проезд, 5А Северный административный округ неизвестен 55.888366 37.514856 4.4 неизвестен неизвестен NaN NaN 0 NaN Ижорский проезд False САО
39 шаурмагия быстрое питание Москва, Базовская улица, 15А Северный административный округ ежедневно, 09:00–23:00 55.880831 37.510574 4.0 средние Средний счёт:60–400 ₽ 230.0 NaN 0 NaN Базовская улица False САО
40 кафе кафе Москва, Ижорская улица, 18, стр. 1 Северный административный округ неизвестен 55.895115 37.524902 3.7 неизвестен неизвестен NaN NaN 0 NaN Ижорская улица False САО
41 крошка картошка быстрое питание Москва, улица Дыбенко, 7/1 Северный административный округ ежедневно, 10:00–22:00 55.878515 37.479308 4.1 неизвестен неизвестен NaN NaN 1 NaN улица Дыбенко False САО
42 варня кафе быстрое питание Москва, Коровинское шоссе, 29, корп. 1 Северный административный округ ежедневно, 09:00–23:00 55.880010 37.520204 3.8 неизвестен неизвестен NaN NaN 0 46.0 Коровинское шоссе False САО
43 суши & пицца ресторан Москва, Дмитровское шоссе, 169, корп. 6 Северо-Восточный административный округ ежедневно, 10:00–23:00 55.928943 37.540548 4.0 неизвестен неизвестен NaN NaN 0 NaN Дмитровское шоссе False СВАО
44 кафетерий кафе Москва, Ангарская улица, 24А Северный административный округ неизвестен 55.876289 37.519315 3.8 неизвестен неизвестен NaN NaN 1 8.0 Ангарская улица False САО
45 9 bar coffee кофейня Москва, Коровинское шоссе, 41, стр. 1 Северный административный округ пн-пт 08:00–18:00 55.885837 37.513422 4.0 неизвестен неизвестен NaN NaN 1 46.0 Коровинское шоссе False САО
46 cofefest кофейня Москва, улица Маршала Федоренко, 6с1 Северный административный округ пн-пт 09:00–19:00 55.879934 37.492522 3.6 неизвестен неизвестен NaN NaN 1 NaN улица Маршала Федоренко False САО
47 кафе кафе Москва, улица Маршала Федоренко, 7 Северный административный округ ежедневно, 11:00–00:00 55.880306 37.489760 2.8 неизвестен неизвестен NaN NaN 0 35.0 улица Маршала Федоренко False САО
48 блинбери ресторан Москва, улица Дыбенко, 7, стр. 1 Северный административный округ ежедневно, 10:00–22:00 55.878511 37.479158 3.9 неизвестен неизвестен NaN NaN 1 4.0 улица Дыбенко False САО
49 2u-ту-ю пиццерия Москва, Ижорская улица, 8А Северный административный округ ежедневно, круглосуточно 55.886160 37.508784 2.7 неизвестен Средний счёт:900 ₽ 900.0 NaN 0 NaN Ижорская улица True САО
50 шаурма быстрое питание Москва, улица Дыбенко, 44 Северный административный округ ежедневно, круглосуточно 55.878339 37.483154 3.9 неизвестен неизвестен NaN NaN 0 40.0 улица Дыбенко True САО
51 арамье булочная Москва, Ангарская улица, 30/25 Северный административный округ ежедневно, 09:00–21:00 55.878014 37.522867 3.7 неизвестен неизвестен NaN NaN 1 NaN Ангарская улица False САО
52 cofix кофейня Москва, улица Дыбенко, 7/1 Северный административный округ ежедневно, 08:00–22:00 55.878531 37.479395 3.8 неизвестен неизвестен NaN NaN 1 NaN улица Дыбенко False САО
53 royal coffee кофейня Москва, Правобережная улица, 1Б Северный административный округ ежедневно, 10:00–22:00 55.880622 37.448529 3.1 неизвестен неизвестен NaN NaN 0 148.0 Правобережная улица False САО
54 шашлык быстрое питание Москва, Коровинское шоссе, 46, стр. 5 Северный административный округ ежедневно, круглосуточно 55.887978 37.515823 3.9 неизвестен неизвестен NaN NaN 1 NaN Коровинское шоссе True САО
55 чебуреки и манты кафе Москва, Правобережная улица, 1Б Северный административный округ ежедневно, 10:00–22:00 55.880288 37.448645 4.3 неизвестен неизвестен NaN NaN 0 148.0 Правобережная улица False САО
56 рыба из тандыра быстрое питание Москва, Коровинское шоссе, 46, стр. 5 Северный административный округ неизвестен 55.888010 37.515960 1.5 неизвестен неизвестен NaN NaN 0 NaN Коровинское шоссе False САО
57 мир пиццы кафе Москва, Дмитровское шоссе, 151, корп. 5 Северный административный округ ежедневно, 09:00–02:00 55.896323 37.540918 4.2 неизвестен неизвестен NaN NaN 0 46.0 Дмитровское шоссе False САО
58 coffeekaldi's кофейня Москва, Угличская улица, 13, стр. 8 Северо-Восточный административный округ ежедневно, 09:00–22:00 55.900316 37.570558 4.1 средние Средний счёт:500–800 ₽ 650.0 NaN 1 NaN Угличская улица False СВАО
59 хинкали gали! кафе Москва, Абрамцевская улица, 30, стр. 1 Северо-Восточный административный округ ежедневно, 12:00–23:00 55.906281 37.576517 4.7 неизвестен неизвестен NaN NaN 0 240.0 Абрамцевская улица False СВАО
60 чебуречная история кофейня Москва, ландшафтный заказник Лианозовский Северо-Восточный административный округ ежедневно, 10:00–22:00 55.899845 37.570488 4.9 неизвестен неизвестен NaN NaN 1 NaN неизвестен False СВАО
61 кафе лоза ресторан Москва, Череповецкая улица, 4А Северо-Восточный административный округ ежедневно, круглосуточно 55.898085 37.565872 4.2 средние Средний счёт:500–800 ₽ 650.0 NaN 0 85.0 Череповецкая улица True СВАО
62 пить есть! бар,паб Москва, Алтуфьевское шоссе, 97Б Северо-Восточный административный округ ежедневно, 12:00–03:00 55.902557 37.586001 4.5 средние Средний счёт:500–1000 ₽ 750.0 NaN 0 25.0 Алтуфьевское шоссе False СВАО
63 pizza hut пиццерия Москва, Череповецкая улица, 12 Северо-Восточный административный округ ежедневно, 10:00–22:00 55.898081 37.571696 4.2 средние Средний счёт:600–700 ₽ 650.0 NaN 1 12.0 Череповецкая улица False СВАО
64 testo мания кофейня Москва, Лианозовский парк культуры и отдыха Северо-Восточный административный округ ежедневно, 09:00–21:00 55.900058 37.570544 4.1 неизвестен неизвестен NaN NaN 0 NaN неизвестен False СВАО
65 альбатрос кафе Москва, Череповецкая улица, 12А Северо-Восточный административный округ ежедневно, 16:00–06:00 55.898061 37.573460 3.7 средние Средний счёт:600–700 ₽ 650.0 NaN 0 60.0 Череповецкая улица False СВАО
66 молинари кофейня Москва, Алтуфьевское шоссе, 70, корп. 1 Северо-Восточный административный округ ежедневно, 10:00–22:00 55.887887 37.588294 4.8 неизвестен неизвестен NaN NaN 0 120.0 Алтуфьевское шоссе False СВАО
67 штаб квартира бар,паб Москва, Дубнинская улица, 32 Северный административный округ пн-чт 12:30–00:00; пт,сб 12:30–02:00; вс 12:30... 55.883112 37.558867 5.0 средние Цена бокала пива:120–350 ₽ NaN NaN 0 16.0 Дубнинская улица False САО
68 мимино кафе Москва, Илимская улица, 3, корп. 1 Северо-Восточный административный округ пн-сб 11:00–23:00; вс 12:00–23:00 55.890415 37.581229 4.3 выше среднего Средний счёт:1000–1500 ₽ 1250.0 NaN 1 80.0 Илимская улица False СВАО
69 алазанская долина ресторан Москва, Шенкурский проезд, 14 Северо-Восточный административный округ ежедневно, 12:00–00:00 55.897679 37.591366 4.3 высокие Средний счёт:1500–2000 ₽ 1750.0 NaN 0 50.0 Шенкурский проезд False СВАО
70 гуава бар бар,паб Москва, Алтуфьевское шоссе, 70, корп. 1 Северо-Восточный административный округ ежедневно, круглосуточно 55.888623 37.588011 4.4 неизвестен неизвестен NaN NaN 0 120.0 Алтуфьевское шоссе True СВАО
71 cofefest кофейня Москва, Новгородская улица, 23А Северо-Восточный административный округ пн-пт 08:00–19:00 55.901799 37.577672 4.1 неизвестен неизвестен NaN NaN 1 NaN Новгородская улица False СВАО
72 лакрица кофейня Москва, Алтуфьевское шоссе, 85 Северо-Восточный административный округ ежедневно, 08:00–21:00 55.891196 37.585653 4.5 средние Цена чашки капучино:150–190 ₽ NaN 170.0 0 12.0 Алтуфьевское шоссе False СВАО
73 веранда ресторан Москва, парк Алтуфьево Северо-Восточный административный округ пн-пт 11:00–22:00; сб,вс 11:00–23:00 55.906875 37.582493 4.2 неизвестен неизвестен NaN NaN 1 NaN неизвестен False СВАО
74 хинкали-gали! кафе Москва, улица Пришвина, 8, корп. 2 Северо-Восточный административный округ ежедневно, 12:00–23:00 55.889243 37.594633 4.8 неизвестен неизвестен NaN NaN 1 44.0 улица Пришвина False СВАО
75 хинкали-gали! кафе Москва, Дмитровское шоссе, 100 Северный административный округ ежедневно, 12:00–23:00 55.881626 37.545617 4.9 неизвестен неизвестен NaN NaN 1 NaN Дмитровское шоссе False САО
76 ресторан купец ресторан Москва, Лобненская улица, вл11 Северный административный округ пн-чт 12:00–23:00; пт,сб 12:00–00:00; вс 12:00... 55.889759 37.530450 4.5 высокие Средний счёт:2000–2500 ₽ 2250.0 NaN 0 NaN Лобненская улица False САО
77 оазис кафе Москва, Дубнинская улица, 79 Северный административный округ ежедневно, 12:00–00:00 55.888705 37.555713 4.2 средние Средний счёт:500–1000 ₽ 750.0 NaN 1 43.0 Дубнинская улица False САО
78 ресторан самарканд ресторан Москва, МКАД, 82-й километр, вл18 Северо-Восточный административный округ ежедневно, 09:00–01:00 55.909009 37.558619 4.2 средние Средний счёт:600 ₽ 600.0 NaN 0 NaN неизвестен False СВАО
79 ресторан landau cafe & grill bar бар,паб Москва, бульвар Академика Ландау, 3 Северо-Восточный административный округ ежедневно, 11:00–23:00 55.920390 37.553977 4.3 неизвестен неизвестен NaN NaN 0 NaN бульвар Академика Ландау False СВАО
80 му-му кафе Москва, улица Пришвина, 22 Северо-Восточный административный округ пн-пт 10:00–21:00; сб,вс 10:00–22:00 55.885986 37.602098 4.3 средние Средний счёт:450 ₽ 450.0 NaN 1 90.0 улица Пришвина False СВАО
81 coffee way кофейня Москва, Алтуфьевское шоссе, 86, корп. 1 Северо-Восточный административный округ ежедневно, 09:00–22:00 55.897789 37.588189 4.3 неизвестен Цена чашки капучино:120–170 ₽ NaN 145.0 1 120.0 Алтуфьевское шоссе False СВАО
82 пиросмани быстрое питание Москва, Дубнинская улица, 32 Северный административный округ ежедневно, 09:00–23:00 55.883422 37.558293 4.3 неизвестен неизвестен NaN NaN 0 16.0 Дубнинская улица False САО
83 аль-бухари кафе Москва, улица Пришвина, 3Б Северо-Восточный административный округ ежедневно, 09:00–02:00 55.889872 37.591299 4.3 неизвестен неизвестен NaN NaN 0 50.0 улица Пришвина False СВАО
84 meat doner kebab булочная Москва, улица Лескова, 22 Северо-Восточный административный округ ежедневно, круглосуточно 55.896987 37.608126 4.5 неизвестен Средний счёт:300 ₽ 300.0 NaN 0 0.0 улица Лескова True СВАО
85 дежене столовая Москва, Дубнинская улица, 81А Северный административный округ пн-пт 08:30–17:00 55.891779 37.552636 4.4 средние Средний счёт:100–500 ₽ 300.0 NaN 1 NaN Дубнинская улица False САО
86 халяль кафе Москва, улица Плещеева, 4, корп. 1, стр. 1 Северо-Восточный административный округ ежедневно, круглосуточно 55.883265 37.604737 4.5 неизвестен неизвестен NaN NaN 1 25.0 улица Плещеева True СВАО
87 гриль хаус бар,паб Москва, Алтуфьевское шоссе, 70к1 Северо-Восточный административный округ ежедневно, 11:00–23:00 55.888065 37.589321 4.3 средние Средний счёт:от 850 ₽ 850.0 NaN 1 NaN Алтуфьевское шоссе False СВАО
88 zамания пиццерия Москва, Дмитровское шоссе, 163А Северо-Восточный административный округ ежедневно, 10:00–22:00 55.908484 37.538404 4.9 неизвестен неизвестен NaN NaN 1 NaN Дмитровское шоссе False СВАО
89 сахарочек кофейня Москва, Дмитровское шоссе, 107А, корп. 2 Северный административный округ пн-пт 09:00–22:00; сб 10:00–22:00; вс 10:00–21:00 55.879256 37.538444 4.5 средние Цена чашки капучино:100–200 ₽ NaN 150.0 0 120.0 Дмитровское шоссе False САО
90 кафе на пришвина кафе Москва, улица Пришвина, вл23А Северо-Восточный административный округ ежедневно, круглосуточно 55.884775 37.605419 4.3 неизвестен неизвестен NaN NaN 0 NaN улица Пришвина True СВАО
91 шашлык булочная Москва, Абрамцевская улица, 1 Северо-Восточный административный округ ежедневно, круглосуточно 55.891932 37.573445 4.2 неизвестен неизвестен NaN NaN 1 240.0 Абрамцевская улица True СВАО
92 лавашок быстрое питание Москва, Дмитровское шоссе, 116Д Северо-Восточный административный округ ежедневно, 10:00–22:00 55.901597 37.547348 4.3 средние Средний счёт:250–600 ₽ 425.0 NaN 1 120.0 Дмитровское шоссе False СВАО
93 jamamai asian kitchen & bar ресторан Москва, Дмитровское шоссе, 107, корп. 2 Северный административный округ ежедневно, 11:00–23:00 55.878926 37.542381 4.3 высокие Средний счёт:2100 ₽ 2100.0 NaN 0 120.0 Дмитровское шоссе False САО
94 домино'с пицца пиццерия Москва, Абрамцевская улица, 30, стр. 6 Северо-Восточный административный округ пн-пт 11:00–22:00; сб,вс 10:00–22:00 55.905994 37.576284 4.2 средние неизвестен NaN NaN 1 16.0 Абрамцевская улица False СВАО
95 додо пицца пиццерия Москва, Дубнинская улица, 50 Северный административный округ ежедневно, 09:00–23:00 55.893672 37.558562 4.3 неизвестен Средний счёт:349 ₽ 349.0 NaN 1 50.0 Дубнинская улица False САО
96 cofefest кофейня Москва, улица Пришвина, 8 Северо-Восточный административный округ пн-пт 08:00–19:00 55.888942 37.595195 4.3 неизвестен неизвестен NaN NaN 1 NaN улица Пришвина False СВАО
97 жигулевское бар,паб Москва, Бибиревская улица, 7к2 Северо-Восточный административный округ пн-чт 14:00–00:00; пт,сб 14:00–02:00; вс 14:00... 55.879733 37.593734 4.5 средние Цена бокала пива:90–230 ₽ NaN NaN 0 NaN Бибиревская улица False СВАО
98 тбилисоба ресторан Москва, улица Лескова, 14 Северо-Восточный административный округ ежедневно, 10:00–22:00 55.897603 37.604949 4.4 неизвестен неизвестен NaN NaN 1 NaN улица Лескова False СВАО
99 чайхана омад кафе Москва, Дубнинская улица, 32 Северный административный округ ежедневно, круглосуточно 55.883574 37.558299 4.1 средние Средний счёт:350–500 ₽ 425.0 NaN 0 16.0 Дубнинская улица True САО
In [30]:
# проверяем неявные дубликаты по столбцам name, address
df[df.duplicated(subset=['name','address'])]
Out[30]:
name category address district hours lat lng rating price avg_bill middle_avg_bill middle_coffee_cup chain seats street is_24/7 district_new
1511 more poke ресторан Москва, Волоколамское шоссе, 11, стр. 2 Северный административный округ пн-чт 09:00–18:00; пт,сб 09:00–21:00; вс 09:00... 55.806307 37.497566 4.2 неизвестен неизвестен NaN NaN 1 188.0 Волоколамское шоссе False САО
2420 раковарня клешни и хвосты бар,паб Москва, проспект Мира, 118 Северо-Восточный административный округ пн-чт 12:00–00:00; пт,сб 12:00–01:00; вс 12:00... 55.810677 37.638379 4.4 неизвестен неизвестен NaN NaN 1 150.0 проспект Мира False СВАО
3109 хлеб да выпечка кафе Москва, Ярцевская улица, 19 Западный административный округ неизвестен 55.738449 37.410937 4.1 неизвестен неизвестен NaN NaN 0 276.0 Ярцевская улица False ЗАО
In [31]:
# удаляем неявные дубликаты по столбцам name, address
df=df.drop_duplicates(subset=['name','address'])
In [32]:
# проверяем неявные дубликаты по столбцам name, address
df[df.duplicated(subset=['name','address'])]
Out[32]:
name category address district hours lat lng rating price avg_bill middle_avg_bill middle_coffee_cup chain seats street is_24/7 district_new
In [33]:
# проверяем неявные дубликаты по столбцам name, lat, lng
df[df.duplicated(subset=['name','lat','lng'])]
Out[33]:
name category address district hours lat lng rating price avg_bill middle_avg_bill middle_coffee_cup chain seats street is_24/7 district_new
In [34]:
# проверяем неявные дубликаты по столбцам name, category
df[df.duplicated(subset=['name','category'])]
Out[34]:
name category address district hours lat lng rating price avg_bill middle_avg_bill middle_coffee_cup chain seats street is_24/7 district_new
23 буханка булочная Москва, Лобненская улица, 13к2 Северный административный округ ежедневно, 08:00–22:00 55.888421 37.527106 4.7 неизвестен неизвестен NaN NaN 1 NaN Лобненская улица False САО
47 кафе кафе Москва, улица Маршала Федоренко, 7 Северный административный округ ежедневно, 11:00–00:00 55.880306 37.489760 2.8 неизвестен неизвестен NaN NaN 0 35.0 улица Маршала Федоренко False САО
71 cofefest кофейня Москва, Новгородская улица, 23А Северо-Восточный административный округ пн-пт 08:00–19:00 55.901799 37.577672 4.1 неизвестен неизвестен NaN NaN 1 NaN Новгородская улица False СВАО
75 хинкали-gали! кафе Москва, Дмитровское шоссе, 100 Северный административный округ ежедневно, 12:00–23:00 55.881626 37.545617 4.9 неизвестен неизвестен NaN NaN 1 NaN Дмитровское шоссе False САО
94 домино'с пицца пиццерия Москва, Абрамцевская улица, 30, стр. 6 Северо-Восточный административный округ пн-пт 11:00–22:00; сб,вс 10:00–22:00 55.905994 37.576284 4.2 средние неизвестен NaN NaN 1 16.0 Абрамцевская улица False СВАО
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
8274 ли кафе Москва, Рязанский проспект, 30, корп. 2 Юго-Восточный административный округ ежедневно, 10:30–21:00 55.718076 37.783650 4.7 неизвестен неизвестен NaN NaN 1 116.0 Рязанский проспект False ЮВАО
8317 беседка кафе Москва, Кузьминская улица, 10 Юго-Восточный административный округ ежедневно, 11:00–23:00 55.690691 37.787735 4.1 неизвестен неизвестен NaN NaN 1 NaN Кузьминская улица False ЮВАО
8339 чайхана бишкек сити кафе Москва, Волгоградский проспект, 177 Юго-Восточный административный округ ежедневно, круглосуточно 55.701962 37.795696 3.9 неизвестен неизвестен NaN NaN 0 NaN Волгоградский проспект True ЮВАО
8379 лагман хаус кафе Москва, Новороссийская улица, 14, стр. 2 Юго-Восточный административный округ ежедневно, 10:00–00:00 55.678772 37.759422 4.3 неизвестен неизвестен NaN NaN 1 40.0 Новороссийская улица False ЮВАО
8400 практика кофе кофейня Москва, Чонгарский бульвар, 26А, корп. 1 Юго-Западный административный округ пн-пт 08:00–22:00; сб,вс 09:00–22:00 55.654289 37.600722 4.4 неизвестен неизвестен NaN NaN 0 55.0 Чонгарский бульвар False ЮЗАО

2431 rows × 17 columns

При обработке данных не было обнаружены дубликаты. Добавлены в датасет столбцы:street, is_24/7, district_new. В столбце name были исправлены неявные дубликаты. В столбцах: street, hours, price, avg_bill поставили заглушки 'неизвестен'. В столбцах: seats, middle_coffee_cup, middle_avg_bill убрали 1% аномальных значений.

Шаг Анализ данных¶

  • Какие категории заведений представлены в данных? Исследуйте количество объектов общественного питания по категориям: рестораны, кофейни, пиццерии, бары и так далее. Постройте визуализации. Ответьте на вопрос о распределении заведений по категориям.
  • Исследуйте количество посадочных мест в местах по категориям: рестораны, кофейни, пиццерии, бары и так далее. Постройте визуализации. Проанализируйте результаты и сделайте выводы.
  • Рассмотрите и изобразите соотношение сетевых и несетевых заведений в датасете. Каких заведений больше?
  • Какие категории заведений чаще являются сетевыми? Исследуйте данные и ответьте на вопрос графиком.
  • Сгруппируйте данные по названиям заведений и найдите топ-15 популярных сетей в Москве. Под популярностью понимается количество заведений этой сети в регионе. Постройте подходящую для такой информации визуализацию. Знакомы ли вам эти сети? Есть ли какой-то признак, который их объединяет? К какой категории заведений они относятся?
  • Какие административные районы Москвы присутствуют в датасете? Отобразите общее количество заведений и количество заведений каждой категории по районам. Попробуйте проиллюстрировать эту информацию одним графиком.
  • Визуализируйте распределение средних рейтингов по категориям заведений. Сильно ли различаются усреднённые рейтинги в разных типах общепита?
  • Постройте фоновую картограмму (хороплет) со средним рейтингом заведений каждого района. Границы районов Москвы, которые встречаются в датасете, хранятся в файле admin_level_geomap.geojson (скачать файл для локальной работы).
  • Отобразите все заведения датасета на карте с помощью кластеров средствами библиотеки folium.
  • Найдите топ-15 улиц по количеству заведений. Постройте график распределения количества заведений и их категорий по этим улицам. Попробуйте проиллюстрировать эту информацию одним графиком.
  • Найдите улицы, на которых находится только один объект общепита. Что можно сказать об этих заведениях?
  • Значения средних чеков заведений хранятся в столбце middle_avg_bill. Эти числа показывают примерную стоимость заказа в рублях, которая чаще всего выражена диапазоном. Посчитайте медиану этого столбца для каждого района. Используйте это значение в качестве ценового индикатора района. Постройте фоновую картограмму (хороплет) с полученными значениями для каждого района. Проанализируйте цены в центральном административном округе и других. Как удалённость от центра влияет на цены в заведениях?

  • Необязательное задание: проиллюстрируйте другие взаимосвязи, которые вы нашли в данных. Например, по желанию исследуйте часы работы заведений и их зависимость от расположения и категории заведения. Также можно исследовать особенности заведений с плохими рейтингами, средние чеки в таких местах и распределение по категориям заведений.

  • Соберите наблюдения по вопросам выше в один общий вывод.

Какие категории заведений представлены в данных? Исследуйте количество объектов общественного питания по категориям: рестораны, кофейни, пиццерии, бары и так далее. Постройте визуализации. Ответьте на вопрос о распределении заведений по категориям.

In [35]:
# готовим данные для графика
df_category = df['category'].value_counts().reset_index().sort_values(by = 'category', ascending=False)
df_category.rename(columns = {'index': 'category', 'category':'count'}, inplace = True)
df_category
Out[35]:
category count
0 кафе 2368
1 ресторан 2012
2 кофейня 1402
3 бар,паб 752
4 пиццерия 632
5 быстрое питание 601
6 столовая 314
7 булочная 256
In [36]:
# строим столбчатую диаграмму 
fig = px.bar(df_category.sort_values(by='count', ascending=False), # загружаем данные и заново их сортируем
             x='category', # указываем столбец с данными для оси X
             y='count', # указываем столбец с данными для оси Y
             text='count', # добавляем аргумент, который отобразит текст с информацией
                                # о количестве объявлений внутри столбца графика
             color='category', # обозначаем категорию для разделения цветом
            )
# оформляем график
fig.update_layout(title='Количество заведений по категориям',
                   xaxis_title='Категории заведений',
                   yaxis_title='Количество заведений')
fig.show() # выводим график

Общее количество заведений - 8340 шт. Больше всего заведений по категориям питания: кафе(2369), ресторан(2013), кофейня(1402).

Исследуйте количество посадочных мест в местах по категориям: рестораны, кофейни, пиццерии, бары и так далее. Постройте визуализации. Проанализируйте результаты и сделайте выводы.

In [37]:
# готовим данные для графика
df_category_seats =pd.pivot_table(df, index=['category'], values=['seats'], aggfunc='median').reset_index().sort_values(by='seats', ascending=False)
df_category_seats
Out[37]:
category seats
6 ресторан 85.0
0 бар,паб 80.0
4 кофейня 80.0
7 столовая 75.0
2 быстрое питание 65.0
3 кафе 60.0
5 пиццерия 53.5
1 булочная 50.0
In [38]:
df['seats'].median()
Out[38]:
75.0
In [39]:
# строим столбчатую диаграмму 
fig = px.bar(df_category_seats.sort_values(by='seats', ascending=False), # загружаем данные и заново их сортируем
             y='seats', # указываем столбец с данными для оси X
             x='category', # указываем столбец с данными для оси Y
             text='seats', # добавляем аргумент, который отобразит текст с информацией
                                # о количестве объявлений внутри столбца графика
             color='category', # обозначаем категорию для разделения цветом
            )
# оформляем график
fig.update_layout(title='Количество посадочных мест по категориям',
                   xaxis_title='Категории заведений',
                   yaxis_title='Количество мест')
fig.show() # выводим график

Больше всего посадочных мест у заведений категории: ресторан(85), бар,паб(80), кофейня(80). Меньше всего посадочных мест у булочных(50).

Рассмотрите и изобразите соотношение сетевых и несетевых заведений в датасете. Каких заведений больше?

In [40]:
# готовим данные для графика
df_category_chain =pd.pivot_table(df, index=['chain'], values=['category'], aggfunc='count').reset_index().sort_values(by='chain', ascending=False)
df_category_chain
Out[40]:
chain category
1 1 3186
0 0 5151
In [41]:
# строим столбчатую диаграмму 
fig = px.bar(df_category_chain.sort_values(by='category', ascending=False), # загружаем данные и заново их сортируем
             x='chain', # указываем столбец с данными для оси X
             y='category', # указываем столбец с данными для оси Y
             text='category', # добавляем аргумент, который отобразит текст с информацией
                                # о количестве объявлений внутри столбца графика
             color='chain', # обозначаем категорию для разделения цветом
            )
# оформляем график
fig.update_layout(title='Количество сетевых и несетевых заведений',
                   xaxis_title='Сетевые и несетевые заведения',
                   yaxis_title='Количество заведений')
fig.show() # выводим график

Не сетевых 5151(62%) заведений больше, чем сетевых- 3186(38%).

Какие категории заведений чаще являются сетевыми? Исследуйте данные и ответьте на вопрос графиком.

In [42]:
# формируем данные по сетевым заведениям
df_chain = df[df['chain'] == 1].groupby('category')['chain'].count().reset_index().sort_values(by='chain', ascending=False)
df_chain
Out[42]:
category chain
3 кафе 777
6 ресторан 723
4 кофейня 714
5 пиццерия 329
2 быстрое питание 230
0 бар,паб 168
1 булочная 157
7 столовая 88
In [43]:
# считаем количество сетевых и несетевых заведений с разбивкой по категориям
users_df = df.groupby(['category', 'chain'])['name'].count().reset_index().sort_values(by='name', ascending=False)
users_df
Out[43]:
category chain name
6 кафе 0 1591
12 ресторан 0 1289
7 кафе 1 777
13 ресторан 1 723
9 кофейня 1 714
8 кофейня 0 688
0 бар,паб 0 584
4 быстрое питание 0 371
11 пиццерия 1 329
10 пиццерия 0 303
5 быстрое питание 1 230
14 столовая 0 226
1 бар,паб 1 168
3 булочная 1 157
2 булочная 0 99
15 столовая 1 88
In [44]:
# построим график соотношения сетевых и несетевых заведений с разбивкой по категориям
plt.figure(figsize=(12, 8))

# задание параметров построения графика
ax = sns.barplot(x=users_df.category,
                 y=users_df.name,
                 color='#6925c2',
                 palette=['#1f986c', '#ffff00', '#ff00ff'],
                 hue=users_df.chain)            
              
# подписи осей и названия
ax.set (xlabel='Категории заведений',
        ylabel='Количество',
        title='Cоотношение сетевых и несетевых заведений с разбивкой по категориям');
In [45]:
# находим соотношение сетевых от общего количества заведений
df_chain_tab = df.groupby(['category'])['chain'].count().reset_index().sort_values(by='chain', ascending=False)
df_chain_tab['chain1'] = df_chain['chain']
df_chain_tab['ratio'] = df_chain_tab['chain1'] / df_chain_tab['chain']*100
df_chain_tab.rename(columns = {'chain':'count', 'chain1':'chain' }, inplace = True)
df_chain_tab.sort_values(by='ratio', ascending=False).round(2)
Out[45]:
category count chain ratio
1 булочная 256 157 61.33
5 пиццерия 632 329 52.06
4 кофейня 1402 714 50.93
2 быстрое питание 601 230 38.27
6 ресторан 2012 723 35.93
3 кафе 2368 777 32.81
7 столовая 314 88 28.03
0 бар,паб 752 168 22.34
In [46]:
# строим столбчатую диаграмму 
fig = px.bar(df_chain_tab.sort_values(by='ratio', ascending=False).round(2), # загружаем данные и заново их сортируем
             x='category', # указываем столбец с данными для оси X
             y='ratio', # указываем столбец с данными для оси Y
             text='ratio', # добавляем аргумент, который отобразит текст с информацией
                                # о количестве объявлений внутри столбца графика
             color='ratio', # обозначаем категорию для разделения цветом
            )
# оформляем график
fig.update_layout(title='Доля сетевых заведений по категориям',
                   xaxis_title='Категории заведений',
                   yaxis_title='Доля сетевых заведений')
fig.show() # выводим график

Наибольшая доля сетевых заведений у булочных - 61 %, пиццерий - 52% и кофеен -51%. Самая маленькая доля сетевых заведений у бар,паб – 22%.

Сгруппируйте данные по названиям заведений и найдите топ-15 популярных сетей в Москве. Под популярностью понимается количество заведений этой сети в регионе. Постройте подходящую для такой информации визуализацию. Знакомы ли вам эти сети? Есть ли какой-то признак, который их объединяет? К какой категории заведений они относятся?

In [47]:
# формируем данные по сетевым заведениям
top_15 = df[df['chain'] == True]
top_15
Out[47]:
name category address district hours lat lng rating price avg_bill middle_avg_bill middle_coffee_cup chain seats street is_24/7 district_new
4 иль марко пиццерия Москва, Правобережная улица, 1Б Северный административный округ ежедневно, 10:00–22:00 55.881166 37.449357 5.0 средние Средний счёт:400–600 ₽ 500.0 NaN 1 148.0 Правобережная улица False САО
13 буханка булочная Москва, Базовская улица, 15, корп. 1 Северный административный округ ежедневно, 08:00–22:00 55.877007 37.504980 4.8 неизвестен неизвестен NaN NaN 1 180.0 Базовская улица False САО
19 пекарня булочная Москва, Ижорский проезд, 5 Северный административный округ ежедневно, круглосуточно 55.887969 37.515688 4.4 неизвестен неизвестен NaN NaN 1 NaN Ижорский проезд True САО
20 чебуреки манты кафе Москва, Правобережная улица, 1Б Северный административный округ ежедневно, 10:00–22:00 55.880287 37.448646 4.3 неизвестен неизвестен NaN NaN 1 148.0 Правобережная улица False САО
23 буханка булочная Москва, Лобненская улица, 13к2 Северный административный округ ежедневно, 08:00–22:00 55.888421 37.527106 4.7 неизвестен неизвестен NaN NaN 1 NaN Лобненская улица False САО
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
8317 беседка кафе Москва, Кузьминская улица, 10 Юго-Восточный административный округ ежедневно, 11:00–23:00 55.690691 37.787735 4.1 неизвестен неизвестен NaN NaN 1 NaN Кузьминская улица False ЮВАО
8340 семейный очаг ресторан Москва, Шоссейная улица, 13 Юго-Восточный административный округ ежедневно, 12:00–00:00 55.688104 37.725197 4.3 средние Средний счёт:до 1000 ₽ 1000.0 NaN 1 98.0 Шоссейная улица False ЮВАО
8372 чайхана sabr ресторан Москва, улица Хлобыстова, 22 Юго-Восточный административный округ ежедневно, 10:00–00:00 55.716361 37.813436 3.9 средние Средний счёт:150–350 ₽ 250.0 NaN 1 32.0 улица Хлобыстова False ЮВАО
8379 лагман хаус кафе Москва, Новороссийская улица, 14, стр. 2 Юго-Восточный административный округ ежедневно, 10:00–00:00 55.678772 37.759422 4.3 неизвестен неизвестен NaN NaN 1 40.0 Новороссийская улица False ЮВАО
8404 чайхана sabr кафе Москва, Люблинская улица, 112А, стр. 1 Юго-Восточный административный округ ежедневно, круглосуточно 55.648849 37.743222 4.2 неизвестен неизвестен NaN NaN 1 150.0 Люблинская улица True ЮВАО

3186 rows × 17 columns

In [48]:
# группируем данные 15 сетевых заведений 
df_district_new_name15 = top_15.groupby(['name'], \
                        as_index = False)[['district_new']].count().sort_values(by='district_new', ascending=False)
df_district_new_name15.head(15)
Out[48]:
name district_new
728 шоколадница 116
335 домино'с пицца 76
331 додо пицца 74
741 яндекс лавка 71
146 one price coffee 70
58 cofix 65
168 prime 50
664 хинкальная 44
411 кофепорт 42
369 к.л братьев караваевых 39
628 теремок 38
683 чайхана 37
39 cofefest 32
268 буханка 32
477 му-му 27
In [49]:
# формируем список топ-15 сетевых заведений 
df_name_15 = ['шоколадница', "домино'с пицца", 'додо пицца', 'яндекс лавка','one price coffee', 'cofix',\
              'prime', 'хинкальная', 'кофепорт', 'к.л братьев караваевых', 'теремок', 'чайхана',\
              'cofefest', 'буханка', 'му-му']
df_name_15 = top_15.query('name in @df_name_15')
In [50]:
# группируем данные сетевые заведения по административным округам
df_district_new_name = df_name_15.groupby(['district_new'], \
                        as_index = False)[['name']].count().sort_values(by='name', ascending=False)
df_district_new_name
Out[50]:
district_new name
5 ЦАО 215
6 ЮАО 89
2 САО 87
1 ЗАО 86
3 СВАО 85
0 ВАО 78
8 ЮЗАО 70
7 ЮВАО 56
4 СЗАО 47
In [51]:
# строим столбчатую диаграмму 
fig = px.bar(df_district_new_name.sort_values(by='name', ascending=False), # загружаем данные и заново их сортируем
             y='name', # указываем столбец с данными для оси X
             x='district_new', # указываем столбец с данными для оси Y
             text='name', # добавляем аргумент, который отобразит текст с информацией
                                # о количестве объявлений внутри столбца графика
             color = 'district_new'
            )
# оформляем график
fig.update_layout(title='Топ-15 сетевых заведений по административным округам',
                   xaxis_title='Административные округа',
                   yaxis_title='Количество заведений')
fig.show() # выводим график
In [52]:
# считаем количество сетевых заведений по административным округам
df_district_new_count15 = df_name_15.groupby(['name', 'district_new'], \
                        as_index = False)[['category']].count().sort_values(by='category', ascending=False)
df_district_new_count15
Out[52]:
name district_new category
113 шоколадница ЦАО 38
32 prime ЦАО 37
64 к.л братьев караваевых ЦАО 32
14 cofix ЦАО 20
109 шоколадница ЗАО 16
78 му-му ЦАО 15
23 one price coffee ЦАО 15
71 кофепорт ЦАО 15
95 хинкальная ЦАО 14
110 шоколадница САО 13
48 додо пицца ЮАО 12
114 шоколадница ЮАО 12
123 яндекс лавка ЮАО 12
117 яндекс лавка ВАО 12
42 додо пицца ВАО 11
111 шоколадница СВАО 11
57 домино'с пицца ЮАО 11
125 яндекс лавка ЮЗАО 11
108 шоколадница ВАО 10
87 теремок ЮАО 10
45 додо пицца СВАО 10
44 додо пицца САО 10
53 домино'с пицца САО 10
58 домино'с пицца ЮВАО 10
11 cofix САО 10
106 чайхана ЮВАО 9
52 домино'с пицца ЗАО 9
54 домино'с пицца СВАО 9
37 буханка САО 9
118 яндекс лавка ЗАО 9
51 домино'с пицца ВАО 9
24 one price coffee ЮАО 9
15 cofix ЮАО 9
59 домино'с пицца ЮЗАО 8
50 додо пицца ЮЗАО 8
20 one price coffee САО 8
38 буханка СВАО 8
19 one price coffee ЗАО 8
124 яндекс лавка ЮВАО 8
120 яндекс лавка СВАО 7
21 one price coffee СВАО 7
116 шоколадница ЮЗАО 7
90 хинкальная ВАО 7
67 кофепорт ЗАО 7
86 теремок ЦАО 7
112 шоколадница СЗАО 7
36 буханка ЗАО 7
55 домино'с пицца СЗАО 7
69 кофепорт СВАО 7
26 one price coffee ЮЗАО 7
18 one price coffee ВАО 6
49 додо пицца ЮВАО 6
46 додо пицца СЗАО 6
43 додо пицца ЗАО 6
98 хинкальная ЮЗАО 6
84 теремок СВАО 6
9 cofix ВАО 6
12 cofix СВАО 6
25 one price coffee ЮВАО 6
100 чайхана ЗАО 6
102 чайхана СВАО 5
47 додо пицца ЦАО 5
97 хинкальная ЮВАО 5
8 cofefest ЮЗАО 5
5 cofefest ЦАО 5
122 яндекс лавка ЦАО 5
74 му-му ВАО 5
91 хинкальная ЗАО 4
107 чайхана ЮЗАО 4
83 теремок САО 4
119 яндекс лавка САО 4
0 cofefest ВАО 4
13 cofix СЗАО 4
70 кофепорт СЗАО 4
2 cofefest САО 4
3 cofefest СВАО 4
22 one price coffee СЗАО 4
68 кофепорт САО 4
16 cofix ЮВАО 4
10 cofix ЗАО 4
96 хинкальная ЮАО 3
94 хинкальная СЗАО 3
56 домино'с пицца ЦАО 3
104 чайхана ЦАО 3
73 кофепорт ЮЗАО 3
39 буханка СЗАО 3
101 чайхана САО 3
105 чайхана ЮАО 3
28 prime ЗАО 3
29 prime САО 3
89 теремок ЮЗАО 3
62 к.л братьев караваевых САО 3
1 cofefest ЗАО 3
7 cofefest ЮВАО 3
6 cofefest ЮАО 3
88 теремок ЮВАО 3
121 яндекс лавка СЗАО 3
103 чайхана СЗАО 2
77 му-му СВАО 2
33 prime ЮАО 2
34 prime ЮЗАО 2
79 му-му ЮАО 2
82 теремок ЗАО 2
35 буханка ВАО 2
17 cofix ЮЗАО 2
41 буханка ЮЗАО 2
85 теремок СЗАО 2
115 шоколадница ЮВАО 2
99 чайхана ВАО 2
4 cofefest СЗАО 1
27 prime ВАО 1
72 кофепорт ЮАО 1
30 prime СВАО 1
31 prime СЗАО 1
40 буханка ЦАО 1
93 хинкальная СВАО 1
92 хинкальная САО 1
60 к.л братьев караваевых ВАО 1
61 к.л братьев караваевых ЗАО 1
65 к.л братьев караваевых ЮЗАО 1
66 кофепорт ВАО 1
81 теремок ВАО 1
80 му-му ЮЗАО 1
76 му-му САО 1
75 му-му ЗАО 1
63 к.л братьев караваевых СВАО 1
In [53]:
# построим график топ-15 сетевых заведений с разбивкой по категориям
plt.figure(figsize=(15, 10))

# задание параметров построения графика
ax = sns.barplot(x=df_district_new_count15.district_new,
                 y=df_district_new_count15.category,
                 color='#6925c2',
                 palette=['#FF0000', '#ffff00', '#1f986c', '#FF9900', '#C0C0C0', '#ff00ff', '#00FF00', '#6600CC',\
                          '#66CCFF', '#A68E34', '#21B6A8', '#7B0F20', '#D889B8', '#9CC089', '#336600'],
                 hue=df_district_new_count15.name)            
              
# подписи осей и названия
ax.set (xlabel='Категории заведений',
        ylabel='Количество',
        title='Топ-15 сетевых заведений по административным округам');

В ЦАО(37), ЗАО(16), САО(13) , ЮАО(12) , СВАО(11), СЗАО(7) лидирует – шоколадница. В ЦАО(37) еще лидирует –prime. В ЮАО(12), ВАО(12), ЮЗАО(11) лидирует - яндекс лавка. В ЮАО(12) еще лидирует - додо пицца. В ЮВАО(10) , СЗАО(7) лидирует - домино'с пицца.

In [54]:
# строим столбчатую диаграмму 
fig = px.bar(df_district_new_count15.sort_values(by='category', ascending=False), # загружаем данные и заново их сортируем
             y='name', # указываем столбец с данными для оси X
             x='district_new', # указываем столбец с данными для оси Y
             text='category', # добавляем аргумент, который отобразит текст с информацией
                                # о количестве объявлений внутри столбца графика
             color = 'name'
            )
# оформляем график
fig.update_layout(title='Топ-15 заведений по административным округам',
                   xaxis_title='Административные округа',
                   yaxis_title='Количество заведений')
fig.show() # выводим график

В 2 раза больше сетевых заведений в ЦАО(215), по сравнению с другими административными округами. Меньше всего СЗАО(47).

К какой категории заведений они относятся?

In [55]:
# группируем данные 15 сетевых заведений по категориям
df_district_new_name = df_name_15.groupby(['category'], \
                        as_index = False)[['name']].count().sort_values(by='name', ascending=False)
df_district_new_name
Out[55]:
category name
4 кофейня 331
6 ресторан 188
5 пиццерия 151
3 кафе 100
1 булочная 25
2 быстрое питание 12
0 бар,паб 4
7 столовая 2
In [56]:
# строим столбчатую диаграмму 
fig = px.bar(df_district_new_name.sort_values(by='name', ascending=False), # загружаем данные и заново их сортируем
             y='name', # указываем столбец с данными для оси X
             x='category', # указываем столбец с данными для оси Y
             text='name', # добавляем аргумент, который отобразит текст с информацией
                                # о количестве объявлений внутри столбца графика
             color = 'category'
            )
# оформляем график
fig.update_layout(title='Топ-15 сетевых заведений по категориям',
                   xaxis_title='Категории заведений',
                   yaxis_title='Количество заведений')
fig.show() # выводим график
In [57]:
# считаем количество заведений по категориям
df_category_count15 = df_name_15.groupby(['name', 'category'], \
                        as_index = False)[['district_new']].count().sort_values(by='district_new', ascending=False)
df_category_count15
Out[57]:
name category district_new
31 шоколадница кофейня 115
10 домино'с пицца пиццерия 76
9 додо пицца пиццерия 74
32 яндекс лавка ресторан 71
3 one price coffee кофейня 70
2 cofix кофейня 65
5 prime ресторан 49
12 кофепорт кофейня 42
11 к.л братьев караваевых кафе 39
21 теремок ресторан 36
1 cofefest кофейня 31
28 чайхана кафе 26
6 буханка булочная 25
24 хинкальная кафе 19
25 хинкальная ресторан 15
15 му-му кафе 12
29 чайхана ресторан 9
18 му-му ресторан 8
8 буханка кофейня 6
23 хинкальная быстрое питание 6
22 хинкальная бар,паб 3
27 чайхана быстрое питание 2
16 му-му кофейня 2
20 теремок быстрое питание 2
14 му-му быстрое питание 2
19 му-му столовая 1
17 му-му пиццерия 1
26 хинкальная столовая 1
13 му-му бар,паб 1
7 буханка кафе 1
30 шоколадница кафе 1
4 prime кафе 1
0 cofefest кафе 1
In [58]:
# построим график топ-15 сетевых заведений с разбивкой по категориям
plt.figure(figsize=(15, 10))

# задание параметров построения графика
ax = sns.barplot(y=df_category_count15.district_new,
                 x=df_category_count15.category,
                 color='#6925c2',
                 palette=['#FF0000', '#ffff00', '#1f986c', '#FF9900', '#C0C0C0', '#ff00ff', '#00FF00', '#6600CC',\
                          '#66CCFF', '#A68E34', '#21B6A8', '#7B0F20', '#D889B8', '#9CC089', '#336600'],
                 hue=df_category_count15.name)            
              
# подписи осей и названия
ax.set (xlabel='Категории заведений',
        ylabel='Количество',
        title='Топ-15 сетевых заведений по категориям');

На 1 месте кофейни: шоколадница(115), one price, coffee(70), cofix(65). На 2 месте пиццерии : домино'с пицца(76), додо пицца(74). На 3 месте ресторан яндекс лавка(71). Меньше всего бар,паб и столовых.

In [59]:
# строим столбчатую диаграмму

fig = px.bar(df_category_count15.sort_values(by='district_new', ascending=False), # загружаем данные и заново их сортируем
             y='name', # указываем столбец с данными для оси X
             x='category', # указываем столбец с данными для оси Y
             text='district_new', # добавляем аргумент, который отобразит текст с информацией
                                # о количестве объявлений внутри столбца графика
             color = 'name'
            )
# оформляем график
fig.update_layout(title='Топ-15 заведений по категориям',
                   xaxis_title='Категории заведений',
                   yaxis_title='Количество заведений')
fig.show() # выводим график

1 место -кофейня(331), 2 место - ресторан(188), 3 место - пиццерия(151). На последнем месте бар,паб (4) и столовая(2).

Какие административные районы Москвы присутствуют в датасете? Отобразите общее количество заведений и количество заведений каждой категории по районам. Попробуйте проиллюстрировать эту информацию одним графиком.

In [60]:
# группируем данные по  административным округам
df_name = df.groupby(['district_new'], \
                        as_index = False)[['category']].count().sort_values(by='category', ascending=False)
df_name
Out[60]:
district_new category
5 ЦАО 2219
2 САО 894
6 ЮАО 890
3 СВАО 889
1 ЗАО 828
0 ВАО 788
7 ЮВАО 713
8 ЮЗАО 707
4 СЗАО 409
In [61]:
# строим столбчатую диаграмму 
fig = px.bar(df_name.sort_values(by='category', ascending=False), # загружаем данные и заново их сортируем
             y='category', # указываем столбец с данными для оси X
             x='district_new', # указываем столбец с данными для оси Y
             text='category', # добавляем аргумент, который отобразит текст с информацией
                                # о количестве объявлений внутри столбца графика
             color = 'district_new'
            )
# оформляем график
fig.update_layout(title='Распределение заведений по административным округам',
                   xaxis_title='Административные округа',
                   yaxis_title='Количество заведений')
fig.show() # выводим график

Больше всего заведений в ЦАО(2219). Больше, чем в 2 раза меньше заведений в САО(895), СВАО(890), ЮАО(890), ЗАО(829), ВАО(788), ЮВАО(713), ЮЗАО(707). Почти в 5,5 раз СЗАО(409) меньше ЦАО.

In [62]:
# группируем данные по категориям и административным округам
df_district_new_name_category = df.groupby(['district_new','category' ], \
                        as_index = False)[['name']].count().sort_values(by='name', ascending=False)
df_district_new_name_category
Out[62]:
district_new category name
46 ЦАО ресторан 653
43 ЦАО кафе 464
44 ЦАО кофейня 426
40 ЦАО бар,паб 360
59 ЮВАО кафе 282
3 ВАО кафе 270
27 СВАО кафе 268
51 ЮАО кафе 264
67 ЮЗАО кафе 237
19 САО кафе 235
11 ЗАО кафе 233
14 ЗАО ресторан 211
54 ЮАО ресторан 200
20 САО кофейня 191
22 САО ресторан 186
30 СВАО ресторан 182
70 ЮЗАО ресторан 167
6 ВАО ресторан 159
28 СВАО кофейня 159
12 ЗАО кофейня 146
62 ЮВАО ресторан 145
52 ЮАО кофейня 131
35 СЗАО кафе 115
45 ЦАО пиццерия 113
38 СЗАО ресторан 109
4 ВАО кофейня 103
68 ЮЗАО кофейня 96
60 ЮВАО кофейня 88
42 ЦАО быстрое питание 87
50 ЮАО быстрое питание 85
26 СВАО быстрое питание 82
21 САО пиццерия 77
53 ЮАО пиццерия 73
5 ВАО пиццерия 72
13 ЗАО пиццерия 70
2 ВАО быстрое питание 69
29 СВАО пиццерия 68
48 ЮАО бар,паб 68
58 ЮВАО быстрое питание 67
16 САО бар,паб 67
47 ЦАО столовая 66
69 ЮЗАО пиццерия 64
36 СЗАО кофейня 62
10 ЗАО быстрое питание 62
24 СВАО бар,паб 62
66 ЮЗАО быстрое питание 61
18 САО быстрое питание 58
61 ЮВАО пиццерия 55
0 ВАО бар,паб 50
41 ЦАО булочная 50
8 ЗАО бар,паб 46
55 ЮАО столовая 44
23 САО столовая 41
31 СВАО столовая 40
7 ВАО столовая 40
37 СЗАО пиццерия 40
17 САО булочная 39
64 ЮЗАО бар,паб 38
56 ЮВАО бар,паб 38
9 ЗАО булочная 37
34 СЗАО быстрое питание 30
25 СВАО булочная 28
65 ЮЗАО булочная 27
49 ЮАО булочная 25
63 ЮВАО столовая 25
1 ВАО булочная 25
32 СЗАО бар,паб 23
15 ЗАО столовая 23
39 СЗАО столовая 18
71 ЮЗАО столовая 17
57 ЮВАО булочная 13
33 СЗАО булочная 12
In [63]:
# построим график заведений с разбивкой по категориям
plt.figure(figsize=(15, 10))

# задание параметров построения графика
ax = sns.barplot(x=df_district_new_name_category.district_new,
                 y=df_district_new_name_category.name,
                 color='#6925c2',
                 palette=['#FF0000', '#ffff00', '#1f986c', '#FF9900', '#C0C0C0', '#ff00ff', '#00FF00', '#6600CC'],
                 hue=df_district_new_name_category.category)            
              
# подписи осей и названия
ax.set (xlabel='Административный округ',
        ylabel='Количество',
        title='Распределение заведений по категориям и административным округам');

ЦАО лидирует по всем категориям. Ресторанов больше всего в ЦАО(653. Кафе лидирует по всем АО: ЮВАО(282), ВАО(270),ЮАО(264), ЮЗАО(237), САО(235), ЗАО(234), СЗАО(115), кроме ЦАО. Меньше всего булочных и столовых по всем АО.

In [64]:
# строим столбчатую диаграмму 
fig = px.bar(df_district_new_name_category.sort_values(by='name', ascending=False), # загружаем данные и заново их сортируем
             y='name', # указываем столбец с данными для оси X
             x='district_new', # указываем столбец с данными для оси Y
             color='category', # обозначаем категорию для разделения цветом
             text='name' # добавляем аргумент, который отобразит текст с информацией
                           # о количестве объявлений внутри столбца графика
            )
# оформляем график
fig.update_layout(title='Распределение заведений по категориям и административным округам',
                   xaxis_title='Административный округ',
                   yaxis_title='Количество')
fig.show() # выводим график

По всем категориям ЦАО лидирует: ресторан(653), кафе(464), кофейня(426). Меньше всего заведений в СЗАО: ресторан(109), кафе(115), кофейня(62).

Визуализируйте распределение средних рейтингов по категориям заведений. Сильно ли различаются усреднённые рейтинги в разных типах общепита?

In [65]:
# группируем данные по категориям и среднему рейтингу
df_rating = df.groupby(['category'], \
                        as_index = False)[['rating']].mean().round(2).sort_values(by='rating', ascending=False)
df_rating
Out[65]:
category rating
0 бар,паб 4.39
5 пиццерия 4.30
6 ресторан 4.29
4 кофейня 4.28
1 булочная 4.27
7 столовая 4.21
3 кафе 4.13
2 быстрое питание 4.05
In [66]:
# строим столбчатую диаграмму 
fig = px.bar(df_rating.sort_values(by='rating', ascending=False), # загружаем данные и заново их сортируем
             y='rating', # указываем столбец с данными для оси X
             x='category', # указываем столбец с данными для оси Y
             text='rating', # добавляем аргумент, который отобразит текст с информацией
                                # о количестве объявлений внутри столбца графика
             color = 'category'
            )
# оформляем график
fig.update_layout(title='Распределение средних рейтингов по категориям заведений',
                   xaxis_title='Категории заведений',
                   yaxis_title='Рейтинг')
fig.show() # выводим график

У катагорий:быстрое питание, кафе, ресторан средний рейтинг сильно вариируется. Наивысший рейтинг у бар, паб(4.39), пиццерия(4.3), ресторан(4.29), кофейня(4.28), булочная(4.27). Наименьший рейтинг у категории быстрое питание(4.05).

Постройте фоновую картограмму (хороплет) со средним рейтингом заведений каждого района. Границы районов Москвы, которые встречаются в датасете, хранятся в файле admin_level_geomap.geojson (скачать файл для локальной работы).

In [67]:
rating_df = df.groupby('district', as_index=False)['rating'].agg('mean').sort_values(by='rating', ascending=False).round(2)
rating_df
Out[67]:
district rating
5 Центральный административный округ 4.38
2 Северный административный округ 4.24
4 Северо-Западный административный округ 4.21
8 Южный административный округ 4.18
1 Западный административный округ 4.18
0 Восточный административный округ 4.17
7 Юго-Западный административный округ 4.17
3 Северо-Восточный административный округ 4.15
6 Юго-Восточный административный округ 4.10
In [68]:
# подключаем модуль для работы с JSON-форматом
import json

# читаем файл и сохраняем в переменной
with open(r"B:\Аналитик данных яндекс\Спринт 16 Как рассказать историю с помощью данных\admin_level_geomap.geojson", 'r' 
) as f:     
 
    geo_json = json.load(f)

print(json.dumps(geo_json, indent=2, ensure_ascii=False, sort_keys=True))

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            ]
          ]
        ],
        "type": "MultiPolygon"
      },
      "id": 226149,
      "name": "Западный административный округ",
      "osm_type": "relation",
      "properties": {
        "addr:country": "RU",
        "addr:region": "Москва",
        "admin_level": "5",
        "boundary": "administrative",
        "name": "Западный административный округ",
        "name:be": "Заходняя адміністрацыйная акруга",
        "name:de": "Westlicher Verwaltungsbezirk",
        "name:en": "Western Administrative Okrug",
        "ref": "ЗАО",
        "website": "http://www.zao.mos.ru/",
        "wikipedia": "ru:Западный административный округ"
      },
      "type": "Feature"
    }
  ],
  "geocoding": {
    "creation_date": "2016-01-09",
    "generator": {
      "author": {
        "name": "Mapzen"
      },
      "package": "fences-builder",
      "version": "0.1.2"
    },
    "license": "ODbL (see http://www.openstreetmap.org/copyright)"
  },
  "type": "FeatureCollection"
}
In [69]:
# импортируем карту и хороплет
from folium import Map, Choropleth

# загружаем JSON-файл с границами округов Москвы
state_geo =r"B:\Аналитик данных яндекс\Спринт 16 Как рассказать историю с помощью данных\admin_level_geomap.geojson"
# moscow_lat - широта центра Москвы, moscow_lng - долгота центра Москвы
moscow_lat, moscow_lng = 55.751244, 37.618423

# создаём карту Москвы
m = Map(location=[moscow_lat, moscow_lng], zoom_start=10)

# создаём хороплет с помощью конструктора Choropleth и добавляем его на карту
Choropleth(
    geo_data=state_geo,
    data=rating_df,
    columns=['district', 'rating'],
    key_on='feature.name',
    fill_color='YlGn',
    fill_opacity=0.8,
    legend_name='Средний рейтинг заведений по районам',
).add_to(m)

# выводим карту
m
Out[69]:
Make this Notebook Trusted to load map: File -> Trust Notebook

По средниму рейтингу заведений каждого района наивысший рейтинг у административных округов: Центральный административный округ(4.38), Северный административный округ(4.24), Северо-Западный административный округ(4.21). Хуже всего рейтинг у административного округа Юго-Восточный административный округ(4.10).

Отобразите все заведения датасета на карте с помощью кластеров средствами библиотеки folium.

In [70]:
# импортируем карту и маркер
from folium import Map, Marker
# импортируем кластер
from folium.plugins import MarkerCluster

# moscow_lat - широта центра Москвы, moscow_lng - долгота центра Москвы
moscow_lat, moscow_lng = 55.751244, 37.618423

# создаём карту Москвы
m = Map(location=[moscow_lat, moscow_lng], zoom_start=10)
# создаём пустой кластер, добавляем его на карту
marker_cluster = MarkerCluster().add_to(m)

# пишем функцию, которая принимает строку датафрейма,
# создаёт маркер в текущей точке и добавляет его в кластер marker_cluster
def create_clusters(row):
    Marker(
        [row['lat'], row['lng']],
        popup=f"{row['name']} {row['rating']}",
    ).add_to(marker_cluster)

# применяем функцию create_clusters() к каждой строке датафрейма
df.apply(create_clusters, axis=1)

# выводим карту
m
Out[70]:
Make this Notebook Trusted to load map: File -> Trust Notebook

Найдите топ-15 улиц по количеству заведений. Постройте график распределения количества заведений и их категорий по этим улицам. Попробуйте проиллюстрировать эту информацию одним графиком.

In [71]:
# группируем топ-15 улиц по количекству заведений
df_street_name1=df[df['street']!='неизвестен'].groupby(['street'], \
                        as_index = False)[['name']].count().sort_values(by='name', ascending=False).head(15)
df_street_name1
Out[71]:
street name
1013 проспект Мира 182
741 Профсоюзная улица 122
500 Ленинский проспект 107
1010 проспект Вернадского 97
498 Ленинградский проспект 94
352 Дмитровское шоссе 87
433 Каширское шоссе 76
284 Варшавское шоссе 75
499 Ленинградское шоссе 68
519 Люблинская улица 60
1077 улица Вавилова 55
492 Кутузовский проспект 52
748 Пятницкая улица 48
160 Алтуфьевское шоссе 47
1233 улица Миклухо-Маклая 47
In [72]:
# строим столбчатую диаграмму 
fig = px.bar(df_street_name1.sort_values(by='name', ascending=False), # загружаем данные и заново их сортируем
             y='name', # указываем столбец с данными для оси X
             x='street', # указываем столбец с данными для оси Y
             text='name', # добавляем аргумент, который отобразит текст с информацией
                                # о количестве объявлений внутри столбца графика
             color = 'street'
            )
# оформляем график
fig.update_layout(title='топ-15 улиц по количеству заведений',
                   xaxis_title='Улицы',
                   yaxis_title='Количество заведений')
fig.show() # выводим график

Больше всего заведений на улицах: проспект Мира(183), Профсоюзная улица(122), Ленинский проспект(107). Больше чем в 3 раза меньше заведений на улицах: Пятницкая улица(48), Алтуфьевское шоссе(47, Миклухо-Маклая(47).

In [73]:
# формируем список топ-15 улиц 
df_street15 = ['проспект Мира', 'Профсоюзная улица', 'Ленинский проспект', 'проспект Вернадского','Ленинградский проспект',\
              'Дмитровское шоссе','Каширское шоссе', 'Варшавское шоссе', 'Ленинградское шоссе', 'Люблинская улица', \
               'улица Вавилова', 'Кутузовский проспект', 'Пятницкая улица', 'улица Миклухо-Маклая', 'Алтуфьевское шоссе',]
street_df15 = df.query('street in @df_street15')
In [74]:
# группируем данные по категориям по топ-15 улиц
df_street_name15 = street_df15.groupby(['street', 'category'], \
                        as_index = False)[['name']].count().sort_values(by='name', ascending=False)

df_street_name15
Out[74]:
street category name
95 проспект Мира кафе 52
98 проспект Мира ресторан 45
96 проспект Мира кофейня 36
72 Профсоюзная улица кафе 35
60 Ленинский проспект ресторан 33
90 проспект Вернадского ресторан 29
75 Профсоюзная улица ресторан 26
64 Люблинская улица кафе 26
57 Ленинский проспект кафе 26
42 Ленинградский проспект кофейня 25
21 Дмитровское шоссе ресторан 24
44 Ленинградский проспект ресторан 24
52 Ленинградское шоссе ресторан 24
87 проспект Вернадского кафе 23
18 Дмитровское шоссе кафе 23
58 Ленинский проспект кофейня 23
94 проспект Мира быстрое питание 21
13 Варшавское шоссе ресторан 20
109 улица Миклухо-Маклая кафе 20
25 Каширское шоссе кафе 20
83 Пятницкая улица ресторан 18
73 Профсоюзная улица кофейня 18
28 Каширское шоссе ресторан 18
10 Варшавское шоссе кафе 17
26 Каширское шоссе кофейня 16
38 Ленинградский проспект бар,паб 15
36 Кутузовский проспект ресторан 15
74 Профсоюзная улица пиццерия 15
103 улица Вавилова кафе 15
71 Профсоюзная улица быстрое питание 15
33 Кутузовский проспект кафе 14
88 проспект Вернадского кофейня 14
112 улица Миклухо-Маклая ресторан 14
11 Варшавское шоссе кофейня 14
49 Ленинградское шоссе кафе 13
34 Кутузовский проспект кофейня 13
3 Алтуфьевское шоссе кафе 13
50 Ленинградское шоссе кофейня 13
41 Ленинградский проспект кафе 12
106 улица Вавилова ресторан 12
86 проспект Вернадского быстрое питание 12
89 проспект Вернадского пиццерия 11
102 улица Вавилова быстрое питание 11
97 проспект Мира пиццерия 11
19 Дмитровское шоссе кофейня 11
65 Люблинская улица кофейня 11
92 проспект Мира бар,паб 11
24 Каширское шоссе быстрое питание 10
17 Дмитровское шоссе быстрое питание 10
54 Ленинский проспект бар,паб 10
67 Люблинская улица ресторан 10
104 улица Вавилова кофейня 10
6 Алтуфьевское шоссе ресторан 10
77 Пятницкая улица бар,паб 9
43 Ленинградский проспект пиццерия 9
4 Алтуфьевское шоссе кофейня 9
20 Дмитровское шоссе пиццерия 8
14 Варшавское шоссе столовая 7
80 Пятницкая улица кафе 7
9 Варшавское шоссе быстрое питание 7
69 Профсоюзная улица бар,паб 6
81 Пятницкая улица кофейня 6
8 Варшавское шоссе бар,паб 6
84 проспект Вернадского бар,паб 5
0 Алтуфьевское шоссе бар,паб 5
63 Люблинская улица быстрое питание 5
48 Ленинградское шоссе быстрое питание 5
27 Каширское шоссе пиццерия 5
29 Каширское шоссе столовая 5
15 Дмитровское шоссе бар,паб 5
2 Алтуфьевское шоссе быстрое питание 5
46 Ленинградское шоссе бар,паб 5
62 Люблинская улица бар,паб 5
61 Ленинский проспект столовая 5
59 Ленинский проспект пиццерия 5
110 улица Миклухо-Маклая кофейня 4
108 улица Миклухо-Маклая быстрое питание 4
93 проспект Мира булочная 4
12 Варшавское шоссе пиццерия 4
39 Ленинградский проспект булочная 4
22 Дмитровское шоссе столовая 4
70 Профсоюзная улица булочная 4
78 Пятницкая улица булочная 3
35 Кутузовский проспект пиццерия 3
53 Ленинградское шоссе столовая 3
51 Ленинградское шоссе пиццерия 3
76 Профсоюзная улица столовая 3
82 Пятницкая улица пиццерия 3
5 Алтуфьевское шоссе пиццерия 3
105 улица Вавилова пиццерия 3
55 Ленинский проспект булочная 3
107 улица Миклухо-Маклая бар,паб 3
45 Ленинградский проспект столовая 3
101 улица Вавилова булочная 2
100 улица Вавилова бар,паб 2
111 улица Миклухо-Маклая пиццерия 2
99 проспект Мира столовая 2
16 Дмитровское шоссе булочная 2
32 Кутузовский проспект быстрое питание 2
23 Каширское шоссе бар,паб 2
30 Кутузовский проспект бар,паб 2
91 проспект Вернадского столовая 2
37 Кутузовский проспект столовая 2
40 Ленинградский проспект быстрое питание 2
47 Ленинградское шоссе булочная 2
79 Пятницкая улица быстрое питание 2
68 Люблинская улица столовая 2
56 Ленинский проспект быстрое питание 2
31 Кутузовский проспект булочная 1
66 Люблинская улица пиццерия 1
7 Алтуфьевское шоссе столовая 1
85 проспект Вернадского булочная 1
1 Алтуфьевское шоссе булочная 1
In [75]:
df_street_name15[df_street_name15['category']=='кофейня']
Out[75]:
street category name
96 проспект Мира кофейня 36
42 Ленинградский проспект кофейня 25
58 Ленинский проспект кофейня 23
73 Профсоюзная улица кофейня 18
26 Каширское шоссе кофейня 16
88 проспект Вернадского кофейня 14
11 Варшавское шоссе кофейня 14
34 Кутузовский проспект кофейня 13
50 Ленинградское шоссе кофейня 13
19 Дмитровское шоссе кофейня 11
65 Люблинская улица кофейня 11
104 улица Вавилова кофейня 10
4 Алтуфьевское шоссе кофейня 9
81 Пятницкая улица кофейня 6
110 улица Миклухо-Маклая кофейня 4
In [76]:
# построим график заведений с разбивкой по категориям
plt.figure(figsize=(15, 10))

# задание параметров построения графика
ax = sns.barplot(x=df_street_name15.street,
                 y=df_street_name15.name,
                 color='#6925c2',
                 palette=['#FF0000', '#ffff00', '#1f986c', '#FF9900', '#C0C0C0', '#ff00ff', '#00FF00', '#6600CC'],
                 hue=df_street_name15.category)            
ax.set_xticklabels(ax.get_xticklabels(),rotation = 45)              
# подписи осей и названия
ax.set (xlabel='Названия улиц',
        ylabel='Количество заведений',
        title='Распределение топ-15 улиц по категориям');
In [77]:
# построим график заведений с разбивкой по категориям
plt.figure(figsize=(15, 10))

# задание параметров построения графика
ax = sns.barplot(x=df_street_name15.category,
                 y=df_street_name15.name,
                 color='#6925c2',
                 palette=['#FF0000', '#ffff00', '#1f986c', '#FF9900', '#C0C0C0', '#ff00ff', '#00FF00', '#6600CC',\
                          '#66CCFF', '#A68E34', '#21B6A8', '#7B0F20', '#D889B8', '#9CC089', '#336600'],
                 hue=df_street_name15.street)            
ax.set_xticklabels(ax.get_xticklabels(),rotation = 45)              
# подписи осей и названия
ax.set (xlabel='Категории заведений',
        ylabel='Количество',
        title='Распределение топ-15 улиц по категориям');
In [78]:
#считаем количество заведений по топ-15 улиц
df_street_name1['name'].sum()
Out[78]:
1217

Лидером по количеству кафе(52), ресторанов(45), кофеен(36) является проспект Мира. Большую долю на кафе приходится на улицах: Профсоюзная, Люблинская, Миклухо-Маклая, Вавилова,а также Алтуфьевское , Каширское шоссе. Большую долю на рестораны приходится на: Ленинский , Вернадского и Кутузовский проспекты; Ленинградское , Дмитровское и Варшавское шоссе; Пятницкая улица. Большую долю на кофеен на Ленинградский проспекте. На Люблинской и Миклухо-Маклая улицах, Каширском и Варшавском шоссе нет булочных. На улицах: Пятницкая, Вавилова, Миклухо-Маклая не столовых. Из 1218 всего заведений по топ-15 улиц по 4 % приходится на улицы: Пятницкая(48) и Миклухо-Маклая(47).

In [79]:
# строим столбчатую диаграмму 
fig = px.bar(df_street_name15.sort_values(by='name', ascending=False), # загружаем данные и заново их сортируем
             y='name', # указываем столбец с данными для оси X
             x='street', # указываем столбец с данными для оси Y
             color='category', # обозначаем категорию для разделения цветом
             text='name' # добавляем аргумент, который отобразит текст с информацией
                           # о количестве объявлений внутри столбца графика
            )
# оформляем график
fig.update_layout(title='Распределения количества заведений и их категорий по улицам',
                   xaxis_title='Топ-15 улиц',
                   yaxis_title='Количество заведений')
fig.show() # выводим график

На улицах больше всего кафе(7-52), ресторанов(18-45), кофеен(6-36).На Люблинской и Миклухо-Маклая улицах, Каширском и Варшавском шоссе нет булочных. На улицах: Пятницкая, Вавилова, Миклухо-Маклая не столовых.

Найдите улицы, на которых находится только один объект общепита. Что можно сказать об этих заведениях?

In [80]:
# сформируем из топ-15 улиц, улицы с 1 заведением
df_street_name15_1 = df_street_name15[df_street_name15['name']==1]
df_street_name15_1
Out[80]:
street category name
31 Кутузовский проспект булочная 1
66 Люблинская улица пиццерия 1
7 Алтуфьевское шоссе столовая 1
85 проспект Вернадского булочная 1
1 Алтуфьевское шоссе булочная 1

Булочных по 1 заведению находятся на Кутузовский проспект, проспект Вернадского, Алтуфьевское шоссе. Одна пиццерия находится на Люблинской улице. Одна столовая находится на Алтуфьевском шоссе.

In [81]:
# сформируем данные с 1 заведением на улице
df_street_1 = df.groupby(['street'], \
                        as_index = False)[['name']].count().sort_values(by='street', ascending=True).reset_index()

df_street_1_all = df_street_1[df_street_1['name'] == 1]
df_street_1_all
Out[81]:
index street name
0 0 1-й Автозаводский проезд 1
1 1 1-й Балтийский переулок 1
2 2 1-й Варшавский проезд 1
3 3 1-й Вешняковский проезд 1
5 5 1-й Голутвинский переулок 1
6 6 1-й Грайвороновский проезд 1
7 7 1-й Дербеневский переулок 1
9 9 1-й Земельный переулок 1
10 10 1-й Капотнинский проезд 1
11 11 1-й Кирпичный переулок 1
12 12 1-й Колобовский переулок 1
13 13 1-й Котляковский переулок 1
15 15 1-й Курьяновский проезд 1
19 19 1-й Новокузнецкий переулок 1
21 21 1-й Рижский переулок 1
22 22 1-й Самотёчный переулок 1
23 23 1-й Сетуньский проезд 1
25 25 1-й Спасоналивковский переулок 1
29 29 1-й Щипковский переулок 1
32 32 1-я Боевская улица 1
37 37 1-я Курьяновская улица 1
43 43 1-я Парковая улица 1
44 44 1-я Стекольная улица 1
46 46 1-я Фрунзенская улица 1
47 47 1-я Ямская улица 1
48 48 1-я линия Хорошёвского Серебряного Бора 1
52 52 11-я Парковая улица 1
54 54 12-я Парковая улица 1
55 55 14-я Парковая улица 1
57 57 16-я Парковая улица 1
58 58 17-й проезд Марьиной Рощи 1
59 59 2-й Балтийский переулок 1
60 60 2-й Боткинский проезд 1
61 61 2-й Верхний Михайловский проезд 1
64 64 2-й Вышеславцев переулок 1
68 68 2-й Зачатьевский переулок 1
70 70 2-й Кожуховский проезд 1
72 72 2-й Красносельский переулок 1
73 73 2-й Крестовский переулок 1
74 74 2-й Новоподмосковный переулок 1
75 75 2-й Обыденский переулок 1
77 77 2-й Полевой переулок 1
78 78 2-й Рощинский проезд 1
81 81 2-й Тверской-Ямской переулок 1
82 82 2-й Хорошёвский проезд 1
83 83 2-й Щемиловский переулок 1
85 85 2-й переулок Петра Алексеева 1
88 88 2-я Владимирская улица 1
89 89 2-я Звенигородская улица 1
91 91 2-я Карачаровская улица 1
93 93 2-я Магистральная улица 1
96 96 2-я Пугачёвская улица 1
97 97 2-я Рощинская улица 1
98 98 2-я Рыбинская улица 1
101 101 2-я Филёвская улица 1
102 102 2-я Фрезерная улица 1
105 105 2-я улица Марьиной Рощи 1
108 108 3-й Кадашёвский переулок 1
111 111 3-й Лихачёвский переулок 1
112 112 3-й Михалковский переулок 1
114 114 3-й Новомихалковский проезд 1
117 117 3-й Хорошёвский проезд 1
118 118 3-й проезд Перова Поля 1
119 119 3-й проезд Подбельского 1
124 124 3-я Радиаторская улица 1
125 125 3-я Тверская-Ямская улица 1
128 128 4-й Воробьёвский проезд 1
130 130 4-й Лесной переулок 1
131 131 4-й Рощинский проезд 1
133 133 4-я Кабельная улица 1
136 136 4-я улица 8 Марта 1
138 138 5-й проезд Подбельского 1
141 141 5-я Магистральная улица 1
143 143 5-я улица Ямского Поля 1
144 144 6-я Парковая улица 1
150 150 9-я улица Соколиной Горы 1
159 159 Алтайская улица 1
165 165 Андреевская набережная 1
166 166 Андроньевская площадь 1
167 167 Анненский проезд 1
169 169 Арбатский переулок 1
171 171 Архангельский переулок 1
178 178 Балакиревский переулок 1
184 184 Барвихинская улица 1
186 186 Басманный тупик 1
190 190 Беговая аллея 1
198 198 Берсеневская набережная 1
201 201 Бесединское шоссе 1
203 203 Бибиревская улица 1
206 206 Бобров переулок 1
207 207 Богословский переулок 1
217 217 Большая Калитниковская улица 1
224 224 Большая Пионерская улица 1
233 233 Большая Тихоновская улица 1
240 240 Большой Волоколамский проезд 1
244 244 Большой Кисловский переулок 1
246 246 Большой Козловский переулок 1
248 248 Большой Николопесковский переулок 1
256 256 Большой Строченовский переулок 1
257 257 Большой Сухаревский переулок 1
260 260 Большой Трёхгорный переулок 1
264 264 Борисовская улица 1
267 267 Боровское шоссе 1
269 269 Ботанический переулок 1
270 270 Боярский переулок 1
274 274 Брянская улица 1
275 275 Будайский проезд 1
277 277 Булатниковский проезд 1
279 279 Бутиковский переулок 1
281 281 Вагоноремонтная улица 1
282 282 Валдайский проезд 1
285 285 Васильевская улица 1
291 291 Верхнелихоборская улица 1
292 292 Верхний Сусальный переулок 1
297 297 Верхняя улица 1
298 298 Верхоянская улица 1
300 300 Весёлая улица 1
317 317 Выползов переулок 1
320 320 Гаврикова улица 1
321 321 Гагаринский переулок 1
322 322 Газгольдерная улица 1
326 326 Гжельский переулок 1
327 327 Главная улица 1
328 328 Глубокий переулок 1
334 334 Городецкая улица 1
335 335 Городская улица 1
336 336 Гороховский переулок 1
340 340 Графский переулок 1
342 342 Гурьевский проезд 1
344 344 Даев переулок 1
345 345 Девяткин переулок 1
347 347 Делегатская улица 1
348 348 Дендропарковая улица 1
350 350 Дербеневская улица 1
351 351 Дмитровский переулок 1
362 362 Дорогобужская улица 1
367 367 Дурасовский переулок 1
374 374 Ереванская улица 1
376 376 Живарёв переулок 1
379 379 Жуков проезд 1
382 382 Загорьевский проезд 1
383 383 Задонский проезд 1
384 384 Замоскворецкая линия 1
385 385 Заозёрная улица 1
387 387 Зарайская улица 1
389 389 Звенигородская улица 1
394 394 Золотая улица 1
395 395 Зоологическая улица 1
396 396 Зубарев переулок 1
398 398 Ивановская улица 1
400 400 Иваньковское шоссе 1
401 401 Игарский проезд 1
404 404 Измайловская площадь 1
414 414 Инициативная улица 1
417 417 Казарменный переулок 1
427 427 Каргопольская улица 1
440 440 Клинская улица 1
447 447 Коломенская набережная 1
450 450 Колымажный переулок 1
452 452 Кольцевая линия 1
453 453 Композиторская улица 1
457 457 Конюшковская улица 1
458 458 Кооперативная улица 1
463 463 Костомаровский переулок 1
464 464 Костромская улица 1
466 466 Котляковская улица 1
468 468 Красноармейская улица 1
476 476 Красностуденческий проезд 1
477 477 Краснохолмская набережная 1
478 478 Красноярская улица 1
484 484 Кубанская улица 1
486 486 Кузьминская улица 1
488 488 Курсовой переулок 1
491 491 Кутузовский проезд 1
495 495 Лазаревский переулок 1
502 502 Леонтьевский переулок 1
506 506 Лечебная улица 1
507 507 Лианозовский проезд 1
523 523 Мажоров переулок 1
525 525 Малая Андроньевская улица 1
528 528 Малая Красносельская улица 1
531 531 Малая Почтовая улица 1
534 534 Малая Тульская улица 1
536 536 Маленковская улица 1
539 539 Малый Гнездниковский переулок 1
540 540 Малый Дровяной переулок 1
541 541 Малый Златоустинский переулок 1
542 542 Малый Ивановский переулок 1
543 543 Малый Казённый переулок 1
544 544 Малый Кисловский переулок 1
546 546 Малый Николопесковский переулок 1
547 547 Малый Патриарший переулок 1
549 549 Малый Толмачёвский переулок 1
552 552 Мансуровский переулок 1
558 558 Медовый переулок 1
561 561 Мерзляковский переулок 1
567 567 Миусская площадь 1
568 568 Михайловский проезд 1
574 574 Молдавская улица 1
578 578 Москворецкая набережная 1
579 579 Московская улица 1
580 580 Московский проспект 1
584 584 Мурановская улица 1
587 587 Мясницкий проезд 1
599 599 Нащокинский переулок 1
617 617 Новая улица 1
618 618 Новгородская улица 1
629 629 Новолучанская улица 1
631 631 Новомосковская улица 1
635 635 Новопоселковая улица 1
636 636 Новороссийская улица 1
641 641 Новосущёвская улица 1
647 647 Новощукинская улица 1
649 649 Новоясеневский тупик 1
654 654 Одинцовская улица 1
660 660 Октябрьский переулок 1
665 665 Ордынский тупик 1
666 666 Оренбургская улица 1
669 669 Орловский переулок 1
671 671 Оршанская улица 1
676 676 Островная улица 1
679 679 Отрадный проезд 1
680 680 Павелецкая набережная 1
683 683 Панкратьевский переулок 1
687 687 Парусный проезд 1
688 688 Певческий переулок 1
690 690 Переведеновский переулок 1
691 691 Перекопская улица 1
693 693 Пермская улица 1
697 697 Пестовский переулок 1
698 698 Петроверигский переулок 1
700 700 Петровско-Разумовская аллея 1
705 705 Платовская улица 1
713 713 Пожарский переулок 1
718 718 Полоцкая улица 1
721 721 Померанцев переулок 1
724 724 Посланников переулок 1
731 731 Прибрежный проезд 1
736 736 Промышленный проезд 1
737 737 Пронская улица 1
738 738 Просторная улица 1
740 740 Проточный переулок 1
742 742 Пулковская улица 1
743 743 Путевой проезд 1
745 745 Пушкарёв переулок 1
753 753 Раушская набережная 1
755 755 Рижский проезд 1
767 767 Савёловская линия 1
777 777 Самарская улица 1
778 778 Самокатная улица 1
782 782 Светлогорский проезд 1
785 785 Северный бульвар 1
793 793 Сеченовский переулок 1
795 795 Симферопольский проезд 1
798 798 Скатертный переулок 1
801 801 Скотопрогонная улица 1
807 807 Смоленская-Сенная площадь 1
813 813 Советская улица 1
818 818 Солянский тупик 1
819 819 Софийская набережная 1
824 824 Средний Тишинский переулок 1
827 827 Ставропольская улица 1
828 828 Ставропольский проезд 1
835 835 Старокаширское шоссе 1
837 837 Староконюшенный переулок 1
838 838 Старомонетный переулок 1
842 842 Старый Петровско-Разумовский проезд 1
843 843 Старый Толмачёвский переулок 1
844 844 Стахановская улица 1
847 847 Сторожевая улица 1
849 849 Стрелецкая улица 1
853 853 Стромынский переулок 1
856 856 Ступинский проезд 1
861 861 Сумской проезд 1
864 864 Сытинский переулок 1
865 865 Сытинский тупик 1
870 870 Талдомская улица 1
873 873 Таможенный проезд 1
874 874 Тарутинская улица 1
877 877 Таёжная улица 1
887 887 Товарищеский переулок 1
888 888 Токмаков переулок 1
889 889 Триумфальная площадь 1
891 891 Троилинский переулок 1
896 896 Турчанинов переулок 1
897 897 Тучковская улица 1
899 899 Тюменский проезд 1
900 900 Угличская улица 1
907 907 Уссурийская улица 1
908 908 Федеративный проспект 1
920 920 Хитровский переулок 1
922 922 Хлыновский тупик 1
926 926 Хоромный тупик 1
928 928 Хохловский переулок 1
932 932 Чапаевский переулок 1
934 934 Челобитьевское шоссе 1
935 935 Челюскинская улица 1
938 938 Чермянский проезд 1
940 940 Черёмушкинский проезд 1
942 942 Чонгарский бульвар 1
954 954 Шоссейный проезд 1
958 958 Электрический переулок 1
967 967 Якиманский переулок 1
968 968 Яковоапостольский переулок 1
984 984 переулок Капранова 1
988 988 площадь Журавлёва 1
991 991 площадь Савёловского Вокзала 1
996 996 проезд Донелайтиса 1
999 999 проезд Одоевского 1
1000 1000 проезд Ольминского 1
1006 1006 проезд Якушкина 1
1008 1008 проспект Академика Сахарова 1
1012 1012 проспект Лихачёва 1
1016 1016 ул. Профсоюзная 1
1017 1017 ул. Ярославская 1
1023 1023 улица 8-я Линия 1
1024 1024 улица 800-летия Москвы 1
1025 1025 улица 9 Мая 1
1030 1030 улица Айвазовского 1
1037 1037 улица Академика Ильюшина 1
1038 1038 улица Академика Комарова 1
1049 1049 улица Антонова-Овсеенко 1
1052 1052 улица Артюхиной 1
1062 1062 улица Богородский Вал 1
1065 1065 улица Большая Молчановка 1
1073 1073 улица Буженинова 1
1075 1075 улица Бусиновская Горка 1
1081 1081 улица Василия Ботылёва 1
1083 1083 улица Васильцовский Стан 1
1084 1084 улица Ватутина 1
1088 1088 улица Вешних Вод 1
1091 1091 улица Вильгельма Пика 1
1092 1092 улица Водников 1
1098 1098 улица Всеволода Вишневского 1
1099 1099 улица Вучетича 1
1100 1100 улица Высоцкого 1
1101 1101 улица Габричевского 1
1104 1104 улица Гастелло 1
1105 1105 улица Гашека 1
1107 1107 улица Генерала Глаголева 1
1108 1108 улица Генерала Дорохова 1
1109 1109 улица Генерала Ермолова 1
1115 1115 улица Говорова 1
1116 1116 улица Годовикова 1
1118 1118 улица Грекова 1
1121 1121 улица Губкина 1
1125 1125 улица Демьяна Бедного 1
1131 1131 улица Дудинка 1
1142 1142 улица Зорге 1
1145 1145 улица Ивана Франко 1
1147 1147 улица Ильинка 1
1151 1151 улица Капотня 1
1155 1155 улица Кашёнкин Луг 1
1158 1158 улица Кирпичные Выемки 1
1160 1160 улица Клочкова 1
1161 1161 улица Комдива Орлова 1
1163 1163 улица Кондратюка 1
1165 1165 улица Константина Федина 1
1167 1167 улица Конёнкова 1
1173 1173 улица Костякова 1
1181 1181 улица Крылатская 1
1186 1186 улица Кутузова 1
1190 1190 улица Ленивка 1
1193 1193 улица Лефортовский Вал 1
1194 1194 улица Литвина-Седого 1
1196 1196 улица Лобачика 1
1197 1197 улица Луиджи Лонго 1
1201 1201 улица МЖД Киевское 5-й км 1
1202 1202 улица Максимова 1
1205 1205 улица Малая Полянка 1
1206 1206 улица Малая Якиманка 1
1210 1210 улица Маршала Баграмяна 1
1221 1221 улица Маршала Соколовского 1
1242 1242 улица Мусоргского 1
1246 1246 улица Неверовского 1
1249 1249 улица Николая Химушина 1
1255 1255 улица Олеко Дундича 1
1259 1259 улица Острякова 1
1267 1267 улица Паустовского 1
1269 1269 улица Петра Романова 1
1271 1271 улица Пивченкова 1
1279 1279 улица Поликарпова 1
1280 1280 улица Полины Осипенко 1
1289 1289 улица Раевского 1
1291 1291 улица Расковой 1
1292 1292 улица Расплетина 1
1293 1293 улица Ремизова 1
1294 1294 улица Речников 1
1296 1296 улица Рогова 1
1299 1299 улица Розанова 1
1300 1300 улица Рокотова 1
1301 1301 улица Россолимо 1
1303 1303 улица Садовники 1
1304 1304 улица Саляма Адиля 1
1305 1305 улица Самеда Вургуна 1
1306 1306 улица Саморы Машела 1
1308 1308 улица Седова 1
1315 1315 улица Советской Армии 1
1322 1322 улица Станиславского 1
1323 1323 улица Старые Кузьминки 1
1325 1325 улица Стасовой 1
1340 1340 улица Усиевича 1
1341 1341 улица Уткина 1
1343 1343 улица Фадеева 1
1346 1346 улица Фотиевой 1
1357 1357 улица Чечулина 1
1358 1358 улица Чистова 1
1361 1361 улица Шкулёва 1
1363 1363 улица Шухова 1
1366 1366 улица Юннатов 1
In [82]:
df_street_1_all['name'].count()
Out[82]:
410

В разных АО есть одинаковые названия улиц, поэтому будем считать количество улиц с одним заведением с разбивкой по АО.

In [83]:
# сформируем данные с 1 заведением на улице по административным округам
df_street_name_1=df.groupby(['street', 'district_new'], \
                        as_index = False)[['name']].count().sort_values(by='street', ascending=True).reset_index()
df_street1_district = df_street_name_1[df_street_name_1['name'] == 1]
df_street1_district
Out[83]:
index street district_new name
0 0 1-й Автозаводский проезд ЮАО 1
1 1 1-й Балтийский переулок САО 1
2 2 1-й Варшавский проезд ЮАО 1
3 3 1-й Вешняковский проезд ЮВАО 1
5 5 1-й Голутвинский переулок ЦАО 1
6 6 1-й Грайвороновский проезд ЮВАО 1
7 7 1-й Дербеневский переулок ЮАО 1
9 9 1-й Земельный переулок ЦАО 1
10 10 1-й Капотнинский проезд ЮВАО 1
11 11 1-й Кирпичный переулок ВАО 1
12 12 1-й Колобовский переулок ЦАО 1
13 13 1-й Котляковский переулок ЮАО 1
15 15 1-й Курьяновский проезд ЮВАО 1
19 19 1-й Новокузнецкий переулок ЦАО 1
21 21 1-й Рижский переулок СВАО 1
22 22 1-й Самотёчный переулок ЦАО 1
23 23 1-й Сетуньский проезд ЗАО 1
25 25 1-й Спасоналивковский переулок ЦАО 1
29 29 1-й Щипковский переулок ЮАО 1
32 32 1-я Боевская улица ВАО 1
35 35 1-я Дубровская улица ЦАО 1
38 38 1-я Курьяновская улица ЮВАО 1
44 44 1-я Парковая улица ВАО 1
45 45 1-я Стекольная улица ЮАО 1
47 47 1-я Фрунзенская улица ЦАО 1
48 48 1-я Ямская улица СВАО 1
49 49 1-я линия Хорошёвского Серебряного Бора СЗАО 1
53 53 11-я Парковая улица ВАО 1
55 55 12-я Парковая улица ВАО 1
56 56 14-я Парковая улица ВАО 1
58 58 16-я Парковая улица ВАО 1
59 59 17-й проезд Марьиной Рощи СВАО 1
60 60 2-й Балтийский переулок САО 1
61 61 2-й Боткинский проезд САО 1
62 62 2-й Верхний Михайловский проезд ЮАО 1
65 65 2-й Вышеславцев переулок СВАО 1
69 69 2-й Зачатьевский переулок ЦАО 1
71 71 2-й Кожуховский проезд ЮАО 1
73 73 2-й Красносельский переулок ЦАО 1
74 74 2-й Крестовский переулок ЦАО 1
75 75 2-й Новоподмосковный переулок САО 1
76 76 2-й Обыденский переулок ЦАО 1
78 78 2-й Полевой переулок ВАО 1
79 79 2-й Рощинский проезд ЮАО 1
82 82 2-й Тверской-Ямской переулок ЦАО 1
83 83 2-й Хорошёвский проезд САО 1
84 84 2-й Щемиловский переулок ЦАО 1
86 86 2-й переулок Петра Алексеева ЗАО 1
89 89 2-я Владимирская улица ВАО 1
90 90 2-я Звенигородская улица ЦАО 1
92 92 2-я Карачаровская улица ЮВАО 1
94 94 2-я Магистральная улица ЦАО 1
97 97 2-я Пугачёвская улица ВАО 1
98 98 2-я Рощинская улица ЮАО 1
99 99 2-я Рыбинская улица ВАО 1
102 102 2-я Филёвская улица ЗАО 1
103 103 2-я Фрезерная улица ЮВАО 1
106 106 2-я улица Марьиной Рощи СВАО 1
109 109 3-й Кадашёвский переулок ЦАО 1
113 113 3-й Лихачёвский переулок САО 1
114 114 3-й Михалковский переулок САО 1
116 116 3-й Новомихалковский проезд САО 1
119 119 3-й Хорошёвский проезд САО 1
120 120 3-й проезд Перова Поля ВАО 1
121 121 3-й проезд Подбельского ВАО 1
126 126 3-я Радиаторская улица САО 1
127 127 3-я Тверская-Ямская улица ЦАО 1
130 130 4-й Воробьёвский проезд ЮЗАО 1
132 132 4-й Лесной переулок ЦАО 1
133 133 4-й Рощинский проезд ЮАО 1
135 135 4-я Кабельная улица ЮВАО 1
138 138 4-я улица 8 Марта САО 1
140 140 5-й проезд Подбельского ВАО 1
143 142 5-я Кожуховская улица ЮАО 1
144 144 5-я Магистральная улица САО 1
146 146 5-я улица Ямского Поля САО 1
147 147 6-я Парковая улица ВАО 1
153 153 9-я улица Соколиной Горы ВАО 1
162 162 Алтайская улица ВАО 1
168 168 Андреевская набережная ЮЗАО 1
169 169 Андроньевская площадь ЦАО 1
170 170 Анненский проезд СВАО 1
172 172 Арбатский переулок ЦАО 1
174 174 Архангельский переулок ЦАО 1
181 181 Балакиревский переулок ЦАО 1
188 188 Барвихинская улица ЗАО 1
190 190 Басманный тупик ЦАО 1
194 194 Беговая аллея САО 1
202 202 Берсеневская набережная ЦАО 1
205 205 Бесединское шоссе ЮАО 1
207 207 Бибиревская улица СВАО 1
210 210 Бобров переулок ЦАО 1
211 211 Богословский переулок ЦАО 1
221 221 Большая Калитниковская улица ЦАО 1
228 228 Большая Пионерская улица ЦАО 1
234 234 Большая Серпуховская улица ЮАО 1
238 238 Большая Тихоновская улица ВАО 1
245 245 Большой Волоколамский проезд СЗАО 1
249 249 Большой Кисловский переулок ЦАО 1
251 251 Большой Козловский переулок ЦАО 1
253 253 Большой Николопесковский переулок ЦАО 1
261 261 Большой Строченовский переулок ЦАО 1
262 262 Большой Сухаревский переулок ЦАО 1
265 265 Большой Трёхгорный переулок ЦАО 1
269 269 Борисовская улица ВАО 1
272 272 Боровское шоссе ЗАО 1
274 274 Ботанический переулок ЦАО 1
275 275 Боярский переулок ЦАО 1
279 279 Брянская улица ЗАО 1
280 280 Будайский проезд СВАО 1
282 282 Булатниковский проезд ЮАО 1
284 284 Бутиковский переулок ЦАО 1
287 287 Вагоноремонтная улица САО 1
288 288 Валдайский проезд САО 1
291 291 Васильевская улица ЦАО 1
293 293 Велозаводская улица ЮАО 1
298 298 Верхнелихоборская улица САО 1
299 299 Верхний Сусальный переулок ЦАО 1
304 304 Верхняя улица САО 1
305 305 Верхоянская улица СВАО 1
307 307 Весёлая улица ЮАО 1
326 326 Выползов переулок ЦАО 1
329 329 Гаврикова улица ЦАО 1
330 330 Гагаринский переулок ЦАО 1
331 331 Газгольдерная улица ЮВАО 1
335 335 Гжельский переулок ЦАО 1
336 336 Главная улица ВАО 1
337 337 Глубокий переулок ЦАО 1
343 343 Городецкая улица ВАО 1
344 344 Городская улица ЮАО 1
345 345 Гороховский переулок ЦАО 1
349 349 Графский переулок СВАО 1
351 351 Гурьевский проезд ЮАО 1
353 353 Даев переулок ЦАО 1
354 354 Девяткин переулок ЦАО 1
356 356 Делегатская улица ЦАО 1
357 357 Дендропарковая улица ЮАО 1
359 359 Дербеневская улица ЮАО 1
360 360 Дмитровский переулок ЦАО 1
373 373 Дорогобужская улица ЗАО 1
376 375 Дубининская улица ЦАО 1
379 379 Дурасовский переулок ЦАО 1
386 386 Ереванская улица ЮАО 1
388 388 Живарёв переулок ЦАО 1
391 391 Жуков проезд ЮАО 1
394 394 Загорьевский проезд ЮАО 1
395 395 Задонский проезд ЮАО 1
396 396 Замоскворецкая линия САО 1
397 397 Заозёрная улица ВАО 1
399 399 Зарайская улица ЮВАО 1
401 401 Звенигородская улица ЗАО 1
406 406 Золотая улица ВАО 1
407 407 Зоологическая улица ЦАО 1
408 408 Зубарев переулок СВАО 1
410 410 Ивановская улица САО 1
412 412 Иваньковское шоссе СЗАО 1
413 413 Игарский проезд СВАО 1
416 416 Измайловская площадь ВАО 1
426 426 Инициативная улица ЗАО 1
429 429 Казарменный переулок ЦАО 1
436 436 Калужско-Рижская линия ЮАО 1
440 440 Каргопольская улица СВАО 1
453 453 Клинская улица САО 1
461 461 Коломенская набережная ЮАО 1
464 464 Колымажный переулок ЦАО 1
466 466 Кольцевая линия ЦАО 1
467 467 Композиторская улица ЦАО 1
471 471 Конюшковская улица ЦАО 1
472 472 Кооперативная улица ЦАО 1
477 477 Костомаровский переулок ЦАО 1
478 478 Костромская улица СВАО 1
480 480 Котляковская улица ЮАО 1
482 482 Красноармейская улица САО 1
490 490 Красностуденческий проезд САО 1
491 491 Краснохолмская набережная ЦАО 1
492 492 Красноярская улица ВАО 1
496 497 Крылатская улица СЗАО 1
499 499 Кубанская улица ЮВАО 1
501 501 Кузьминская улица ЮВАО 1
503 503 Курсовой переулок ЦАО 1
506 506 Кутузовский проезд ЗАО 1
510 510 Лазаревский переулок СВАО 1
520 520 Леонтьевский переулок ЦАО 1
524 524 Лечебная улица ВАО 1
525 525 Лианозовский проезд СВАО 1
543 543 Мажоров переулок ВАО 1
545 545 Малая Андроньевская улица ЦАО 1
548 548 Малая Красносельская улица ЦАО 1
551 551 Малая Почтовая улица ЦАО 1
554 554 Малая Тульская улица ЮАО 1
556 556 Маленковская улица ВАО 1
559 559 Малый Гнездниковский переулок ЦАО 1
560 560 Малый Дровяной переулок ЦАО 1
561 561 Малый Златоустинский переулок ЦАО 1
562 562 Малый Ивановский переулок ЦАО 1
563 563 Малый Казённый переулок ЦАО 1
564 564 Малый Кисловский переулок ЦАО 1
566 566 Малый Николопесковский переулок ЦАО 1
567 567 Малый Патриарший переулок ЦАО 1
569 569 Малый Толмачёвский переулок ЦАО 1
572 572 Мансуровский переулок ЦАО 1
578 578 Медовый переулок ВАО 1
581 581 Мерзляковский переулок ЦАО 1
587 587 Миусская площадь ЦАО 1
588 588 Михайловский проезд ЮВАО 1
594 594 Молдавская улица ЗАО 1
598 598 Москворецкая набережная ЦАО 1
599 599 Московская улица ЗАО 1
600 600 Московский проспект ВАО 1
604 604 Мурановская улица СВАО 1
605 605 Мытная улица ЦАО 1
608 608 Мясницкий проезд ЦАО 1
620 619 Нахимовский проспект ЮАО 1
621 621 Нащокинский переулок ЦАО 1
640 640 Новая улица САО 1
641 641 Новгородская улица СВАО 1
652 652 Новолучанская улица ЗАО 1
654 654 Новомосковская улица СВАО 1
658 658 Новопоселковая улица СЗАО 1
659 659 Новороссийская улица ЮВАО 1
664 664 Новосущёвская улица СВАО 1
670 670 Новощукинская улица СЗАО 1
672 672 Новоясеневский тупик ЮЗАО 1
677 677 Одинцовская улица СЗАО 1
683 683 Октябрьский переулок СВАО 1
688 688 Ордынский тупик ЦАО 1
689 689 Оренбургская улица ВАО 1
692 692 Орловский переулок ЦАО 1
694 694 Оршанская улица ЗАО 1
699 699 Островная улица ЗАО 1
702 702 Отрадный проезд СВАО 1
703 703 Павелецкая набережная ЮАО 1
706 706 Панкратьевский переулок ЦАО 1
710 710 Парусный проезд СЗАО 1
711 711 Певческий переулок ЦАО 1
713 713 Переведеновский переулок ЦАО 1
714 714 Перекопская улица ЮЗАО 1
716 716 Пермская улица ВАО 1
720 720 Пестовский переулок ЦАО 1
721 721 Петроверигский переулок ЦАО 1
723 723 Петровско-Разумовская аллея САО 1
728 728 Платовская улица ЗАО 1
736 736 Пожарский переулок ЦАО 1
741 741 Полоцкая улица ЗАО 1
744 744 Померанцев переулок ЦАО 1
747 747 Посланников переулок ЦАО 1
753 752 Пресненская набережная ЗАО 1
755 755 Прибрежный проезд САО 1
760 760 Промышленный проезд ЗАО 1
761 761 Пронская улица ЮВАО 1
762 762 Просторная улица ВАО 1
764 764 Проточный переулок ЦАО 1
766 766 Пулковская улица САО 1
767 767 Путевой проезд СВАО 1
769 769 Пушкарёв переулок ЦАО 1
777 777 Раушская набережная ЦАО 1
779 779 Рижский проезд СВАО 1
792 792 Савёловская линия СВАО 1
802 802 Самарская улица ЦАО 1
803 803 Самокатная улица ЮВАО 1
807 807 Светлогорский проезд СЗАО 1
809 809 Севастопольский проспект ЮАО 1
811 811 Северный бульвар СВАО 1
819 819 Сеченовский переулок ЦАО 1
821 821 Симферопольский проезд ЮАО 1
824 824 Скатертный переулок ЦАО 1
827 827 Скотопрогонная улица ЮВАО 1
833 833 Смоленская-Сенная площадь ЦАО 1
839 839 Советская улица ВАО 1
844 844 Солянский тупик ЦАО 1
845 845 Софийская набережная ЦАО 1
850 850 Средний Тишинский переулок ЦАО 1
853 853 Ставропольская улица ЮВАО 1
854 854 Ставропольский проезд ЮВАО 1
861 861 Старокаширское шоссе ЮАО 1
863 863 Староконюшенный переулок ЦАО 1
864 864 Старомонетный переулок ЦАО 1
868 868 Старый Петровско-Разумовский проезд САО 1
869 869 Старый Толмачёвский переулок ЦАО 1
870 870 Стахановская улица ЮВАО 1
873 873 Сторожевая улица ЮВАО 1
875 875 Стрелецкая улица СВАО 1
879 879 Стромынский переулок ВАО 1
882 882 Ступинский проезд ЮАО 1
887 887 Сумской проезд ЮАО 1
890 890 Сытинский переулок ЦАО 1
891 891 Сытинский тупик ЦАО 1
896 896 Талдомская улица САО 1
899 899 Таможенный проезд ЮВАО 1
900 900 Тарутинская улица ЗАО 1
903 903 Таёжная улица СВАО 1
913 913 Товарищеский переулок ЦАО 1
914 914 Токмаков переулок ЦАО 1
915 915 Триумфальная площадь ЦАО 1
916 916 Трифоновская улица СВАО 1
918 918 Троилинский переулок ЦАО 1
923 923 Турчанинов переулок ЦАО 1
924 924 Тучковская улица ЗАО 1
926 926 Тюменский проезд ВАО 1
927 927 Угличская улица СВАО 1
935 935 Уссурийская улица ВАО 1
936 936 Федеративный проспект ВАО 1
948 948 Хитровский переулок ЦАО 1
950 950 Хлыновский тупик ЦАО 1
954 954 Хоромный тупик ЦАО 1
956 956 Хохловский переулок ЦАО 1
960 960 Чапаевский переулок САО 1
962 962 Челобитьевское шоссе СВАО 1
963 963 Челюскинская улица СВАО 1
966 966 Чермянский проезд СВАО 1
968 968 Черёмушкинский проезд ЮЗАО 1
970 970 Чонгарский бульвар ЮЗАО 1
983 983 Шоссейный проезд ЮВАО 1
987 987 Электрический переулок ЦАО 1
996 996 Якиманский переулок ЦАО 1
997 997 Яковоапостольский переулок ЦАО 1
1021 1021 переулок Капранова ЦАО 1
1025 1025 площадь Журавлёва ВАО 1
1028 1028 площадь Савёловского Вокзала СВАО 1
1033 1033 проезд Донелайтиса СЗАО 1
1036 1036 проезд Одоевского ЮЗАО 1
1037 1037 проезд Ольминского СВАО 1
1043 1043 проезд Якушкина СВАО 1
1045 1045 проспект Академика Сахарова ЦАО 1
1050 1050 проспект Лихачёва ЮАО 1
1055 1055 ул. Профсоюзная ЮЗАО 1
1056 1056 ул. Ярославская СВАО 1
1062 1062 улица 8-я Линия ЗАО 1
1063 1063 улица 800-летия Москвы САО 1
1064 1064 улица 9 Мая ВАО 1
1069 1069 улица Айвазовского ЮЗАО 1
1076 1076 улица Академика Ильюшина САО 1
1077 1077 улица Академика Комарова СВАО 1
1088 1088 улица Антонова-Овсеенко ЦАО 1
1091 1091 улица Артюхиной ЮВАО 1
1101 1101 улица Богородский Вал ВАО 1
1104 1104 улица Большая Молчановка ЦАО 1
1112 1112 улица Буженинова ВАО 1
1114 1114 улица Бусиновская Горка САО 1
1121 1121 улица Василия Ботылёва ЗАО 1
1123 1123 улица Васильцовский Стан ЮВАО 1
1124 1124 улица Ватутина ЗАО 1
1128 1128 улица Вешних Вод СВАО 1
1131 1131 улица Вильгельма Пика СВАО 1
1132 1132 улица Водников СЗАО 1
1138 1138 улица Всеволода Вишневского САО 1
1139 1139 улица Вучетича САО 1
1140 1140 улица Высоцкого ЦАО 1
1141 1141 улица Габричевского СЗАО 1
1144 1144 улица Гастелло ВАО 1
1145 1145 улица Гашека ЦАО 1
1147 1147 улица Генерала Глаголева СЗАО 1
1148 1148 улица Генерала Дорохова ЗАО 1
1149 1149 улица Генерала Ермолова ЗАО 1
1155 1155 улица Говорова ЗАО 1
1156 1156 улица Годовикова СВАО 1
1158 1158 улица Грекова СВАО 1
1161 1161 улица Губкина ЮЗАО 1
1165 1165 улица Демьяна Бедного СЗАО 1
1171 1171 улица Дудинка СВАО 1
1181 1181 улица Золоторожский Вал САО 1
1182 1182 улица Золоторожский Вал ЮВАО 1
1183 1183 улица Зорге САО 1
1186 1186 улица Ивана Франко ЗАО 1
1188 1188 улица Ильинка ЦАО 1
1192 1192 улица Капотня ЮВАО 1
1196 1196 улица Кашёнкин Луг СВАО 1
1199 1199 улица Кирпичные Выемки ЮАО 1
1201 1201 улица Клочкова ЗАО 1
1202 1202 улица Комдива Орлова СВАО 1
1204 1204 улица Кондратюка СВАО 1
1206 1206 улица Константина Федина ВАО 1
1208 1208 улица Конёнкова СВАО 1
1214 1214 улица Костякова САО 1
1222 1222 улица Крылатская ЗАО 1
1227 1227 улица Кутузова ЗАО 1
1231 1231 улица Ленивка ЦАО 1
1234 1234 улица Лефортовский Вал ЮВАО 1
1235 1235 улица Литвина-Седого ЦАО 1
1237 1237 улица Лобачика ВАО 1
1238 1238 улица Луиджи Лонго САО 1
1242 1242 улица МЖД Киевское 5-й км ЗАО 1
1243 1243 улица Максимова СЗАО 1
1246 1246 улица Малая Полянка ЦАО 1
1247 1247 улица Малая Якиманка ЦАО 1
1251 1251 улица Маршала Баграмяна ЮВАО 1
1262 1262 улица Маршала Соколовского СЗАО 1
1283 1283 улица Мусоргского СВАО 1
1287 1287 улица Неверовского ЗАО 1
1290 1290 улица Николая Химушина ВАО 1
1296 1296 улица Олеко Дундича ЗАО 1
1300 1300 улица Острякова САО 1
1308 1308 улица Паустовского ЮЗАО 1
1310 1310 улица Петра Романова ЮВАО 1
1312 1312 улица Пивченкова ЗАО 1
1320 1320 улица Поликарпова САО 1
1321 1321 улица Полины Осипенко САО 1
1330 1330 улица Раевского ЗАО 1
1332 1332 улица Расковой САО 1
1333 1333 улица Расплетина СЗАО 1
1334 1334 улица Ремизова ЮЗАО 1
1335 1335 улица Речников ЮАО 1
1337 1337 улица Рогова СЗАО 1
1340 1340 улица Розанова САО 1
1341 1341 улица Рокотова ЮЗАО 1
1342 1342 улица Россолимо ЦАО 1
1344 1344 улица Садовники ЮАО 1
1345 1345 улица Саляма Адиля СЗАО 1
1346 1346 улица Самеда Вургуна САО 1
1347 1347 улица Саморы Машела ЮЗАО 1
1349 1349 улица Седова СВАО 1
1356 1356 улица Симоновский Вал ЮВАО 1
1357 1357 улица Советской Армии СВАО 1
1364 1364 улица Станиславского ЦАО 1
1365 1365 улица Старые Кузьминки ЮВАО 1
1367 1367 улица Стасовой ЮАО 1
1375 1375 улица Талалихина ЮВАО 1
1379 1379 улица Трофимова ЮАО 1
1385 1385 улица Усиевича САО 1
1386 1386 улица Уткина ВАО 1
1388 1388 улица Фадеева ЦАО 1
1391 1391 улица Фотиевой ЮЗАО 1
1402 1402 улица Чечулина ВАО 1
1403 1403 улица Чистова ЮВАО 1
1407 1407 улица Шкулёва ЮВАО 1
1409 1409 улица Шухова ЮАО 1
1412 1412 улица Юннатов САО 1
In [84]:
# считаем общее количество улиц в датасете
df['street'].nunique()
Out[84]:
1371
In [85]:
# считаем количество улиц с одним заведением
df_street1_district['name'].count()
Out[85]:
427
In [86]:
# строим столбчатую диаграмму 
fig = px.bar(df_street1_district.sort_values(by='name', ascending=False), # загружаем данные и заново их сортируем
             y='name', # указываем столбец с данными для оси X
             x='district_new', # указываем столбец с данными для оси Y
             color='street', # обозначаем категорию для разделения цветом
             text='street' # добавляем аргумент, который отобразит текст с информацией
                           # о количестве объявлений внутри столбца графика
            )
# оформляем график
fig.update_layout(title='Распределения улиц с одним заведением по административным округам',
                   xaxis_title='Административные округа',
                   yaxis_title='Название улиц')
fig.show() # выводим график
In [87]:
# считаем количество улиц с 1 заведением по административным округам
df_street1_count_district = df_street1_district.groupby(['district_new'], \
                        as_index = False)[['name']].sum().sort_values(by='name', ascending=False)
df_street1_count_district
Out[87]:
district_new name
5 ЦАО 134
3 СВАО 50
0 ВАО 48
2 САО 47
6 ЮАО 43
1 ЗАО 36
7 ЮВАО 35
4 СЗАО 19
8 ЮЗАО 15
In [88]:
# строим столбчатую диаграмму 
fig = px.bar(df_street1_count_district.sort_values(by='name', ascending=False), # загружаем данные и заново их сортируем
             y='name', # указываем столбец с данными для оси X
             x='district_new', # указываем столбец с данными для оси Y
             color='district_new', # обозначаем категорию для разделения цветом
             text='name' # добавляем аргумент, который отобразит текст с информацией
                           # о количестве объявлений внутри столбца графика
            )
# оформляем график
fig.update_layout(title='Распределения количество улиц с одним заведением по административным округам',
                   xaxis_title='Административные округа',
                   yaxis_title='Количество улиц')
fig.show() # выводим график

Всего 427 улиц с одним заведением. 31% приходится на ЦАО(134) . Остальные 69% распределены на 8 АО. Почти в 3 раза меньше улиц с одним заведением в АО: СВАО(50), ВАО(48), САО(47), ЮАО(43), ЗАО(36), ЮВА(35). Почти в 9 раз меньше улиц с одним заведением в АО: СЗАО(19) и ЮЗАО(15).

Значения средних чеков заведений хранятся в столбце middle_avg_bill. Эти числа показывают примерную стоимость заказа в рублях, которая чаще всего выражена диапазоном. Посчитайте медиану этого столбца для каждого района. Используйте это значение в качестве ценового индикатора района. Постройте фоновую картограмму (хороплет) с полученными значениями для каждого района. Проанализируйте цены в центральном административном округе и других. Как удалённость от центра влияет на цены в заведениях?

In [89]:
# группируем данные по административным округам c медианным значение заказа
df_district_middle_avg_bill = df.groupby(['district'], \
                        as_index = False)[['middle_avg_bill']].median().sort_values(by='middle_avg_bill', ascending=False)
df_district_middle_avg_bill
Out[89]:
district middle_avg_bill
5 Центральный административный округ 1000.0
1 Западный административный округ 975.0
4 Северо-Западный административный округ 700.0
2 Северный административный округ 650.0
7 Юго-Западный административный округ 600.0
0 Восточный административный округ 550.0
3 Северо-Восточный административный округ 500.0
8 Южный административный округ 500.0
6 Юго-Восточный административный округ 450.0
In [90]:
# группируем данные по административным округам c медианным значение заказа
df_district_new_middle_avg_bill = df.groupby(['district_new'], \
                        as_index = False)[['middle_avg_bill']].median().sort_values(by='middle_avg_bill', ascending=False)
df_district_new_middle_avg_bill
Out[90]:
district_new middle_avg_bill
5 ЦАО 1000.0
1 ЗАО 975.0
4 СЗАО 700.0
2 САО 650.0
8 ЮЗАО 600.0
0 ВАО 550.0
3 СВАО 500.0
6 ЮАО 500.0
7 ЮВАО 450.0
In [91]:
# строим столбчатую диаграмму 
fig = px.bar(df_district_new_middle_avg_bill.sort_values(by='middle_avg_bill', ascending=False), # загружаем данные и заново их сортируем
             y='middle_avg_bill', # указываем столбец с данными для оси X
             x='district_new', # указываем столбец с данными для оси Y
             color='district_new', # обозначаем категорию для разделения цветом
             text='middle_avg_bill' # добавляем аргумент, который отобразит текст с информацией
                           # о количестве объявлений внутри столбца графика
            )
# оформляем график
fig.update_layout(title='Распределения среднего чека в заведениях  по административным округам',
                   xaxis_title='Административные округа',
                   yaxis_title='Стоимость заказа')
fig.show() # выводим график

Выше всего средний чек ЦАО(1000), ЗАО(975). Почти в 2 раза меньше средний чек в ВАО(550), СВАО,ЮАО(500) и ЮВАО(450).

In [92]:
# импортируем карту и хороплет
from folium import Map, Choropleth

# загружаем JSON-файл с границами округов Москвы
state_geo =r"B:\Аналитик данных яндекс\Спринт 16 Как рассказать историю с помощью данных\admin_level_geomap.geojson"
# moscow_lat - широта центра Москвы, moscow_lng - долгота центра Москвы
moscow_lat, moscow_lng = 55.751244, 37.618423

# создаём карту Москвы
m = Map(location=[moscow_lat, moscow_lng], zoom_start=10)

# создаём хороплет с помощью конструктора Choropleth и добавляем его на карту
Choropleth(
    geo_data=state_geo,
    data=df_district_middle_avg_bill,
    columns=['district', 'middle_avg_bill'],
    key_on='feature.name',
    fill_color='YlGn',
    fill_opacity=0.8,
    legend_name='Медианные значения заказов в заведениях по районам',
).add_to(m)

# выводим карту
m
Out[92]:
Make this Notebook Trusted to load map: File -> Trust Notebook

Самые высокие цены в центральном административном округе(1000). На втором месте Западный административный округ(975). На третьем месте Северо-Западный административный округ(700). Удалённость от центра влияет на цены в заведениях. Чем дальше от центра находится заведение, тем меньше стоимость заказа. Стоимость заказа в заведениях с центра уменьшается в юго-западную часть Москвы, а затем размазывается по остальным округам.

Необязательное задание: проиллюстрируйте другие взаимосвязи, которые вы нашли в данных. Например, по желанию исследуйте часы работы заведений и их зависимость от расположения и категории заведения. Также можно исследовать особенности заведений с плохими рейтингами, средние чеки в таких местах и распределение по категориям заведений.

In [93]:
# группируем данные по административным округам c медианным значение посадочных мест
df_district_seats = df.groupby(['district'], \
                        as_index = False)[['seats']].median().sort_values(by='seats', ascending=False)
df_district_seats
Out[93]:
district seats
5 Центральный административный округ 90.0
4 Северо-Западный административный округ 85.0
1 Западный административный округ 80.0
8 Южный административный округ 75.0
3 Северо-Восточный административный округ 70.0
7 Юго-Западный административный округ 69.0
2 Северный административный округ 60.0
6 Юго-Восточный административный округ 55.0
0 Восточный административный округ 50.0
In [94]:
# группируем данные по административным округам c медианным значение посадочных мест
df_district_new_seats = df.groupby(['district_new'], \
                        as_index = False)[['seats']].median().sort_values(by='seats', ascending=False)
df_district_new_seats
Out[94]:
district_new seats
5 ЦАО 90.0
4 СЗАО 85.0
1 ЗАО 80.0
6 ЮАО 75.0
3 СВАО 70.0
8 ЮЗАО 69.0
2 САО 60.0
7 ЮВАО 55.0
0 ВАО 50.0
In [95]:
# строим столбчатую диаграмму 
fig = px.bar(df_district_new_seats.sort_values(by='seats', ascending=False), # загружаем данные и заново их сортируем
             y='seats', # указываем столбец с данными для оси X
             x='district_new', # указываем столбец с данными для оси Y
             color='district_new', # обозначаем категорию для разделения цветом
             text='seats' # добавляем аргумент, который отобразит текст с информацией
                           # о количестве объявлений внутри столбца графика
            )
# оформляем график
fig.update_layout(title='Распределения количество мест в заведениях по административным округам',
                   xaxis_title='Административные округа',
                   yaxis_title='Количество мест')
fig.show() # выводим график

Наибольшее количество посадочных мест в заведениях в ЦАО(90), СЗАО(85), ЗАО(80). Меньше всего посадочных мест в заведениях ЮВАО(55), ВАО(50).

In [96]:
# импортируем карту и хороплет
from folium import Map, Choropleth

# загружаем JSON-файл с границами округов Москвы
state_geo =r"B:\Аналитик данных яндекс\Спринт 16 Как рассказать историю с помощью данных\admin_level_geomap.geojson"
# moscow_lat - широта центра Москвы, moscow_lng - долгота центра Москвы
moscow_lat, moscow_lng = 55.751244, 37.618423

# создаём карту Москвы
m = Map(location=[moscow_lat, moscow_lng], zoom_start=10)

# создаём хороплет с помощью конструктора Choropleth и добавляем его на карту
Choropleth(
    geo_data=state_geo,
    data=df_district_seats,
    columns=['district', 'seats'],
    key_on='feature.name',
    fill_color='YlGn',
    fill_opacity=0.8,
    legend_name='Медианные значения количества посадочных мест в заведениях по районам',
).add_to(m)

# выводим карту
m
Out[96]:
Make this Notebook Trusted to load map: File -> Trust Notebook

По хороплету можно сделать выводы, что количество посадочных мест в заведениях сдвинуто на северо-запад Москвы:Центральный административный округ(90.0), Северо-Западный административный округ(85.0) и Западный административный округ(80.0). Меньше всего посадочных мест в восточном и юго-восточном административном округе Москвы.

In [97]:
#общее количество заведений
df['is_24/7'].count()
Out[97]:
8337
In [98]:
# общее количество заведений работающих ежедневно и круглосуточно
df_true = df[df['is_24/7']==True]
df_true['is_24/7'].count()
Out[98]:
726
In [99]:
# общее количество заведений не работающих ежедневно и круглосуточно
df_false = df[df['is_24/7']==False]
df_false['is_24/7'].count()
Out[99]:
7611
In [100]:
# группируем данные по административным округам и количеством заведений работающих - ежедневно, круглосуточно
df_district_is_24_7 = df_true.groupby(['district'], \
                        as_index = False)[['is_24/7']].count().sort_values(by='is_24/7', ascending=False)
df_district_is_24_7
Out[100]:
district is_24/7
5 Центральный административный округ 131
0 Восточный административный округ 97
6 Юго-Восточный административный округ 93
3 Северо-Восточный административный округ 75
8 Южный административный округ 74
7 Юго-Западный административный округ 73
2 Северный административный округ 71
1 Западный административный округ 69
4 Северо-Западный административный округ 43
In [101]:
# группируем данные по административным округам и количеством заведений работающих - ежедневно, круглосуточно
df_district_new_is_24_7 = df_true.groupby(['district_new'], \
                        as_index = False)[['is_24/7']].count().sort_values(by='is_24/7', ascending=False)
df_district_new_is_24_7
Out[101]:
district_new is_24/7
5 ЦАО 131
0 ВАО 97
7 ЮВАО 93
3 СВАО 75
6 ЮАО 74
8 ЮЗАО 73
2 САО 71
1 ЗАО 69
4 СЗАО 43
In [102]:
# строим столбчатую диаграмму 
fig = px.bar(df_district_new_is_24_7.sort_values(by='is_24/7', ascending=False), # загружаем данные и заново их сортируем
             y='is_24/7', # указываем столбец с данными для оси X
             x='district_new', # указываем столбец с данными для оси Y
             color='district_new', # обозначаем категорию для разделения цветом
             text='is_24/7' # добавляем аргумент, который отобразит текст с информацией
                           # о количестве объявлений внутри столбца графика
            )
# оформляем график
fig.update_layout(title='Распределение заведений с  режимом работы "ежедневно, круглосуточно" по АО',
                   xaxis_title='Административные округа',
                   yaxis_title='Количество заведений')
fig.show() # выводим график

Наибольшее количество заведений с режимом работы «ежедневно, круглосуточно» в ЦАО(131), ВАО(97), ЮВАО(93). Меньше всего заведений с режимом работы «ежедневно, круглосуточно» СЗАО(43).

In [103]:
# импортируем карту и хороплет
from folium import Map, Choropleth

# загружаем JSON-файл с границами округов Москвы
state_geo = r"B:\Аналитик данных яндекс\Спринт 16 Как рассказать историю с помощью данных\admin_level_geomap.geojson"
# moscow_lat - широта центра Москвы, moscow_lng - долгота центра Москвы
moscow_lat, moscow_lng = 55.751244, 37.618423

# создаём карту Москвы
m = Map(location=[moscow_lat, moscow_lng], zoom_start=10)

# создаём хороплет с помощью конструктора Choropleth и добавляем его на карту
Choropleth(
    geo_data=state_geo,
    data=df_district_is_24_7,
    columns=['district', 'is_24/7'],
    key_on='feature.name',
    fill_color='YlGn',
    fill_opacity=0.8,
    legend_name='Количество заведений работающих "ежедневно, круглосуточно" по районам',
).add_to(m)

# выводим карту
m
Out[103]:
Make this Notebook Trusted to load map: File -> Trust Notebook

По хороплету видно, что больше всего заведений ежедневно и круглосуточно работают в Центральном административном округе(131). Меньше всего заведений ежедневно и круглосуточно работают в Западном(69) и Северо-Западном административном округе(43). В центре Москвы любят погулять приезжие и сами Москвичи независимо от времени суток.

In [104]:
# группируем данные по административным округам и количеством заведений работающих - ежедневно, круглосуточно
df_is_24_7_category = df_true.groupby(['category'], \
                        as_index = False)[['is_24/7']].count().sort_values(by='is_24/7', ascending=False)
df_is_24_7_category
Out[104]:
category is_24/7
3 кафе 267
2 быстрое питание 150
6 ресторан 131
4 кофейня 59
0 бар,паб 52
5 пиццерия 31
1 булочная 24
7 столовая 12
In [105]:
# группируем данные по категориям c медианным значение заказа
df_category_middle_avg_bill1 = df.groupby(['category'], \
                        as_index = False)[['middle_avg_bill']].median().sort_values(by='middle_avg_bill', ascending=False)
df_category_middle_avg_bill1
Out[105]:
category middle_avg_bill
0 бар,паб 1250.0
6 ресторан 1250.0
5 пиццерия 600.0
3 кафе 550.0
1 булочная 450.0
4 кофейня 400.0
2 быстрое питание 375.0
7 столовая 300.0
In [106]:
# строим столбчатую диаграмму 
fig = px.bar(df_category_middle_avg_bill1.sort_values(by='middle_avg_bill', ascending=False), # загружаем данные и заново их сортируем
             y='middle_avg_bill', # указываем столбец с данными для оси X
             x='category', # указываем столбец с данными для оси Y
             color='category', # обозначаем категорию для разделения цветом
             text='middle_avg_bill' # добавляем аргумент, который отобразит текст с информацией
                           # о количестве объявлений внутри столбца графика
            )
# оформляем график
fig.update_layout(title='Распределения среднего чека в заведениях  по категориям',
                   xaxis_title='Категории заведений',
                   yaxis_title='Стоимость заказа')
fig.show() # выводим график

Первое место по медианному занчению стоимости заказа занимают: бар,паб(1250) и ресторанами(1250). На втором месте пиццерия - 600. На третьем месте кафе 550. На последнем месте столовая - 300.

In [107]:
# считаем медианную стоимость чашки капучино в заведениях
df_middle_coffee_cup_category = df.groupby(['category'], \
                        as_index = False)[['middle_coffee_cup']].median().round(2).sort_values(by='middle_coffee_cup', ascending=False)
df_middle_coffee_cup_category
Out[107]:
category middle_coffee_cup
0 бар,паб 202.5
4 кофейня 165.0
5 пиццерия 150.0
2 быстрое питание 140.0
3 кафе 111.0
1 булочная NaN
6 ресторан NaN
7 столовая NaN
In [108]:
# строим столбчатую диаграмму 
fig = px.bar(df_middle_coffee_cup_category.sort_values(by='middle_coffee_cup', ascending=False), # загружаем данные и заново их сортируем
             y='middle_coffee_cup', # указываем столбец с данными для оси X
             x='category', # указываем столбец с данными для оси Y
             color='category', # обозначаем категорию для разделения цветом
             text='middle_coffee_cup' # добавляем аргумент, который отобразит текст с информацией
                           # о количестве объявлений внутри столбца графика
            )
# оформляем график
fig.update_layout(title='Распределения стоимости чашки капучино по категориям',
                   xaxis_title='Категории заведений',
                   yaxis_title='Стоимость чашки капучино')
fig.show() # выводим график

Дороже всего чашка капучино в бар, паб - 202.5 руб. На втором месте кофейня - 165 рублей. Дешевле всего чашка капучино в кафе - 111 рублей.

ВЫВОД:Общее количество заведений - 8340 шт. Больше всего заведений по категориям питания: кафе(2369 шт)- 28%, ресторан(2013 шт)-24%, кофейня(1402 шт) – 17%

Больше всего заведений в ЦАО(2219). Больше, чем в 2 раза меньше заведений в САО(895), СВАО(890), ЮАО(890), ЗАО(829), ВАО(788), ЮВАО(713), ЮЗАО(707). Почти в 5,5 раз СЗАО(409) меньше ЦАО.

Наибольшее количество посадочных мест у заведений категории: ресторан(85), бар,паб, кофейня(80), столовая(75).Меньше всего посадочных мест у булочных(50).

Наибольшее количество посадочных мест в заведениях в ЦАО(90), СЗАО(85), ЗАО(80). Меньше всего посадочных мест в заведениях ЮВАО(55), ВАО(50).

ЦАО лидирует по всем категориям. Ресторанов больше всего в ЦАО(653). Кафе лидирует по всем АО: ЮВАО(282), ВАО(270),ЮАО(264), ЮЗАО(237), САО(235), ЗАО(234), СЗАО(115), кроме ЦАО. Меньше всего булочных и столовых по всем АО.

Количество несетевых заведений (5152) на 38% превосходит число сетевых (3188)

Наибольшая доля сетевых заведений у булочных - 61 %, пиццерий - 52% и кофеен -51%.

Самая маленькая доля сетевых заведений у бар,паб – 22%.

1 место -кофейня(331), 2 место - ресторан(188), 3 место - пиццерия(151). На последнем месте бар,паб (4) и столовая(2). Наивысший рейтинг у бар, паб(4.39), пиццерия(4.3), ресторан(4.29), кофейня(4.28), булочная(4.27). Наименьший рейтинг у категории быстрое питание(4.05).

Больше всего заведений на улицах: проспект Мира(183), Профсоюзная улица(122), Ленинский проспект(107). Больше чем в 3 раза меньше заведений на улицах: Пятницкая улица(48), Алтуфьевское шоссе(47, Миклухо-Маклая(47).

Лидером по количеству кафе(52), ресторанов(45), кофеен(36) является проспект Мира. На других улицах также лидируют кафе, рестораны, кофейни. На Люблинской и Миклухо-Маклая улицах, Каширском и Варшавском шоссе нет булочных. На улицах: Пятницкая, Вавилова, Миклухо-Маклая не столовых.

Всего 427 улиц с одним заведением. 31% приходится на ЦАО(134) . Почти в 3 раза меньше улиц с одним заведением : СВАО(50), ВАО(48), САО(47), ЮАО(43), ЗАО(36), ЮВА(35).

Почти в 9 раз меньше улиц с одним заведением : СЗАО(19) и ЮЗАО(15). Наибольшее количество заведений с режимом работы «ежедневно, круглосуточно» в ЦАО(131), ВАО(97), ЮВАО(93). Меньше всего заведений с режимом работы «ежедневно, круглосуточно» СЗАО(43).

Выше всего средний чек ЦАО(1000), ЗАО(975). Почти в 2 раза меньше средний чек в ВАО(550), СВАО,ЮАО(500) и ЮВАО(450).

Шаг Детализируем исследование: открытие кофейни¶

  • Основателям фонда «Shut Up and Take My Money» не даёт покоя успех сериала «Друзья». Их мечта — открыть такую же крутую и доступную, как «Central Perk», кофейню в Москве. Будем считать, что заказчики не боятся конкуренции в этой сфере, ведь кофеен в больших городах уже достаточно. Попробуйте определить, осуществима ли мечта клиентов.
  • Ответьте на следующие вопросы:
    • Сколько всего кофеен в датасете? В каких районах их больше всего, каковы особенности их расположения?
    • Есть ли круглосуточные кофейни?
    • Какие у кофеен рейтинги? Как они распределяются по районам?
    • На какую стоимость чашки капучино стоит ориентироваться при открытии и почему?

По желанию вы можете расширить список вопросов для исследования, добавив собственные.

Постройте визуализации. Попробуйте дать рекомендацию для открытия нового заведения. Это творческое задание: здесь нет правильного или неправильного ответа, но ваше решение должно быть чем-то обосновано. Объяснить свою рекомендацию можно текстом с описанием или маркерами на географической карте.

In [109]:
# считаем количество кофеин в датасете
df_coffee_house = df[df['category'] == 'кофейня']
df_coffee_house['category'].count()
Out[109]:
1402
In [110]:
# группируем данные по категориям и административным округам
df_coffee_house_district_new = df_coffee_house.groupby(['district_new'], \
                        as_index = False)[['name']].count().sort_values(by='name', ascending=False)
df_coffee_house_district_new
Out[110]:
district_new name
5 ЦАО 426
2 САО 191
3 СВАО 159
1 ЗАО 146
6 ЮАО 131
0 ВАО 103
8 ЮЗАО 96
7 ЮВАО 88
4 СЗАО 62
In [111]:
# строим столбчатую диаграмму 
fig = px.bar(df_coffee_house_district_new.sort_values(by='name', ascending=False), # загружаем данные и заново их сортируем
             y='name', # указываем столбец с данными для оси X
             x='district_new', # указываем столбец с данными для оси Y
             color='district_new', # обозначаем категорию для разделения цветом
             text='name' # добавляем аргумент, который отобразит текст с информацией
                           # о количестве объявлений внутри столбца графика
            )
# оформляем график
fig.update_layout(title='Распределение кофеен по администратитвным округам',
                   xaxis_title='Административные округа',
                   yaxis_title='Количество')
fig.show() # выводим график
In [112]:
# группируем данные по категориям и административным округам
df_coffee_house_district = df_coffee_house.groupby(['district'], \
                        as_index = False)[['category']].count().sort_values(by='category', ascending=False)
# импортируем карту и хороплет
from folium import Map, Choropleth

# загружаем JSON-файл с границами округов Москвы
state_geo = r"B:\Аналитик данных яндекс\Спринт 16 Как рассказать историю с помощью данных\admin_level_geomap.geojson"
# moscow_lat - широта центра Москвы, moscow_lng - долгота центра Москвы
moscow_lat, moscow_lng = 55.751244, 37.618423

# создаём карту Москвы
m = Map(location=[moscow_lat, moscow_lng], zoom_start=10)

# создаём хороплет с помощью конструктора Choropleth и добавляем его на карту
Choropleth(
    geo_data=state_geo,
    data=df_coffee_house_district,
    columns=['district', 'category'],
    key_on='feature.name',
    fill_color='YlGn',
    fill_opacity=0.8,
    legend_name='Количество кофеен по районам',
).add_to(m)

# выводим карту
m
Out[112]:
Make this Notebook Trusted to load map: File -> Trust Notebook

Больше всего кофеен в Центральном административном округе(426). На втором месте Северный административный округ(191), на третьем месте Северо-Восточный административный округ(159).Меньше всего кофеен в Северо-Западном административном округе(62).

In [113]:
# считаем количество круглдосуточных кофеен
df_coffee_house_is_24_7 = df_coffee_house[df_coffee_house['is_24/7'] == True]
df_coffee_house_is_24_7['is_24/7'].count()
Out[113]:
59
In [114]:
# считаем количество круглосуточных заведений
df_is_24_7 = df[df['is_24/7'] == True]
df_is_24_7['is_24/7'].count()
Out[114]:
726
In [115]:
# считаем сколько процентов от общего количества приходится на кофеейни
(df_coffee_house_is_24_7['is_24/7'].count()/ df_is_24_7['is_24/7'].count()*100).round(2)
Out[115]:
8.13
In [116]:
# группируем данные по административным округам и количеством кофеен работающих - ежедневно, круглосуточно
df_5 = df[df['is_24/7'] != False].groupby(['category'], \
                        as_index = False)[['is_24/7']].count().sort_values(by='is_24/7', ascending=False)
df_5
Out[116]:
category is_24/7
3 кафе 267
2 быстрое питание 150
6 ресторан 131
4 кофейня 59
0 бар,паб 52
5 пиццерия 31
1 булочная 24
7 столовая 12
In [117]:
# группируем данные по административным округам и количеством кофеен работающих - ежедневно, круглосуточно
df_coffee_house_district_new_24_7 = df_coffee_house_is_24_7.groupby(['district_new'], \
                        as_index = False)[['is_24/7']].count().sort_values(by='is_24/7', ascending=False)
df_coffee_house_district_new_24_7
Out[117]:
district_new is_24/7
5 ЦАО 26
1 ЗАО 9
8 ЮЗАО 7
0 ВАО 5
2 САО 5
3 СВАО 3
4 СЗАО 2
6 ЮАО 1
7 ЮВАО 1
In [118]:
# строим столбчатую диаграмму 
fig = px.bar(df_coffee_house_district_new_24_7.sort_values(by='is_24/7', ascending=False), # загружаем данные и заново их сортируем
             y='is_24/7', # указываем столбец с данными для оси X
             x='district_new', # указываем столбец с данными для оси Y
             color='district_new', # обозначаем категорию для разделения цветом
             text='is_24/7' # добавляем аргумент, который отобразит текст с информацией
                           # о количестве объявлений внутри столбца графика
            )
# оформляем график
fig.update_layout(title='Распределение кофеен с режимом работы "ежедневно,круглосуточно"',
                   xaxis_title='Административные округа',
                   yaxis_title='Количество')
fig.show() # выводим график

Из 726 заведений с режимом работы «ежедневно, круглосуточно» 59(8%) кофеен. Больше всего ЦАО(26). Почти в 3 раза меньше в ЗАО(9). Меньше всего в ЮАО и ЮВАО по 1 кофейне .

In [119]:
# группируем данные по административным округам и количеством кофеен работающих - ежедневно, круглосуточно
df_coffee_house_district_24_7 = df_coffee_house_is_24_7.groupby(['district'], \
                        as_index = False)[['is_24/7']].count().sort_values(by='is_24/7', ascending=False)
df_coffee_house_district_24_7
Out[119]:
district is_24/7
5 Центральный административный округ 26
1 Западный административный округ 9
7 Юго-Западный административный округ 7
0 Восточный административный округ 5
2 Северный административный округ 5
3 Северо-Восточный административный округ 3
4 Северо-Западный административный округ 2
6 Юго-Восточный административный округ 1
8 Южный административный округ 1

Больше всего кофеен в Центральном административном округе(26). На втором месте Западный административный округ(9) - это почти в 3 раза меньше, чем в Центральном административном округе. На третьем месте Юго-Западном административном округе(7). По одному заведению в Юго-Восточном и Южном административных округах.

In [120]:
# импортируем карту и хороплет
from folium import Map, Choropleth

# загружаем JSON-файл с границами округов Москвы
state_geo = r"B:\Аналитик данных яндекс\Спринт 16 Как рассказать историю с помощью данных\admin_level_geomap.geojson"
# moscow_lat - широта центра Москвы, moscow_lng - долгота центра Москвы
moscow_lat, moscow_lng = 55.751244, 37.618423

# создаём карту Москвы
m = Map(location=[moscow_lat, moscow_lng], zoom_start=10)

# создаём хороплет с помощью конструктора Choropleth и добавляем его на карту
Choropleth(
    geo_data=state_geo,
    data=df_coffee_house_district_24_7,
    columns=['district', 'is_24/7'],
    key_on='feature.name',
    fill_color='YlGn',
    fill_opacity=0.8,
    legend_name='Количество кофеен работающих "ежедневно, круглосуточно" по районам',
).add_to(m)

# выводим карту
m
Out[120]:
Make this Notebook Trusted to load map: File -> Trust Notebook
In [121]:
rating_df_coffee_house_district_new = df_coffee_house.groupby('district_new', as_index=False)['rating'].agg('mean').sort_values(by='rating', ascending=False).round(2)

# строим столбчатую диаграмму 
fig = px.bar(rating_df_coffee_house_district_new.sort_values(by='rating', ascending=False), # загружаем данные и заново их сортируем
             y='rating', # указываем столбец с данными для оси X
             x='district_new', # указываем столбец с данными для оси Y
             text='rating', # добавляем аргумент, который отобразит текст с информацией
                                # о количестве объявлений внутри столбца графика
             color = 'district_new'
            )
# оформляем график
fig.update_layout(title='Распределение средних рейтингов кофеен по АО',
                   xaxis_title='Административные округа',
                   yaxis_title='Рейтинг')
fig.show() # выводим график

Наивысший рейтинг у ЦАО(4.34). У остальных АО средний рейтинг не сильно отличается: СЗАО(4.33), САО(4.29), ВАО(4.29), ЮЗАО(4.28), ЮАО(4.23), ЮВАО(4.23), СВАО(4.22), ЗАО(4.19) .

In [122]:
# группируем данные кофеен по  административным округам
df_coffee_house_rating = df_coffee_house.groupby(['district'], \
                        as_index = False)[['rating']].mean().round(2).sort_values(by='rating', ascending=False)
# импортируем карту и хороплет
from folium import Map, Choropleth

# загружаем JSON-файл с границами округов Москвы
state_geo = r"B:\Аналитик данных яндекс\Спринт 16 Как рассказать историю с помощью данных\admin_level_geomap.geojson"
# moscow_lat - широта центра Москвы, moscow_lng - долгота центра Москвы
moscow_lat, moscow_lng = 55.751244, 37.618423

# создаём карту Москвы
m = Map(location=[moscow_lat, moscow_lng], zoom_start=10)

# создаём хороплет с помощью конструктора Choropleth и добавляем его на карту
Choropleth(
    geo_data=state_geo,
    data=df_coffee_house_rating,
    columns=['district', 'rating'],
    key_on='feature.name',
    fill_color='YlGn',
    fill_opacity=0.8,
    legend_name='Количество кофеен по районам в зависимости от рейтинга',
).add_to(m)

# выводим карту
m
Out[122]:
Make this Notebook Trusted to load map: File -> Trust Notebook
In [123]:
df_coffee_house_district_middle_coffee_cup = df_coffee_house.groupby(['district_new','middle_coffee_cup']).agg({'name':'count'}).sort_values(by='name', ascending=False).reset_index()
df_coffee_house_district_middle_coffee_cup
Out[123]:
district_new middle_coffee_cup name
0 ЦАО 256.0 15
1 ЦАО 95.0 12
2 ЦАО 60.0 11
3 ЦАО 225.0 10
4 САО 150.0 7
5 ЦАО 275.0 6
6 СВАО 95.0 6
7 ЦАО 250.0 6
8 ЗАО 256.0 6
9 СВАО 170.0 6
10 ЮАО 60.0 6
11 ЦАО 175.0 5
12 САО 60.0 5
13 СВАО 256.0 5
14 САО 95.0 5
15 ЦАО 150.0 5
16 САО 140.0 4
17 ЮВАО 150.0 4
18 ЦАО 120.0 4
19 ЦАО 200.0 4
20 ВАО 180.0 4
21 САО 256.0 4
22 ВАО 130.0 4
23 ЦАО 185.0 4
24 ЦАО 180.0 4
25 ЦАО 155.0 4
26 ЦАО 210.0 4
27 САО 165.0 4
28 ЦАО 220.0 4
29 СВАО 60.0 4
30 ВАО 135.0 4
31 СВАО 139.0 3
32 ЗАО 260.0 3
33 ЮЗАО 95.0 3
34 ЮАО 256.0 3
35 СВАО 200.0 3
36 ЗАО 250.0 3
37 ЮВАО 160.0 3
38 САО 200.0 3
39 ЦАО 300.0 3
40 САО 155.0 3
41 ЦАО 110.0 3
42 ЗАО 60.0 3
43 ЦАО 135.0 3
44 ЦАО 139.0 3
45 ЮВАО 120.0 3
46 ЦАО 170.0 3
47 ЦАО 184.0 3
48 ЦАО 190.0 3
49 ЮЗАО 256.0 3
50 ЮАО 200.0 3
51 ЮАО 275.0 2
52 СВАО 110.0 2
53 ЮВАО 90.0 2
54 ЮВАО 100.0 2
55 ВАО 60.0 2
56 СВАО 125.0 2
57 ЮАО 170.0 2
58 ЦАО 165.0 2
59 ЦАО 215.0 2
60 ЦАО 160.0 2
61 ЦАО 230.0 2
62 ЦАО 100.0 2
63 СЗАО 256.0 2
64 ЦАО 255.0 2
65 СЗАО 174.0 2
66 СЗАО 135.0 2
67 ЦАО 270.0 2
68 ЮВАО 125.0 2
69 ЮАО 95.0 2
70 ЮАО 100.0 2
71 СВАО 180.0 2
72 ЮАО 140.0 2
73 СЗАО 90.0 2
74 САО 245.0 2
75 САО 190.0 2
76 ЗАО 80.0 2
77 ЗАО 270.0 2
78 ЗАО 225.0 2
79 ЮВАО 256.0 2
80 САО 180.0 2
81 ЗАО 170.0 2
82 ЗАО 165.0 2
83 ЗАО 150.0 2
84 ЮЗАО 160.0 2
85 ЗАО 95.0 2
86 ВАО 256.0 2
87 ЗАО 300.0 2
88 ВАО 200.0 2
89 ЮЗАО 200.0 2
90 ВАО 145.0 2
91 ЮЗАО 240.0 2
92 ВАО 110.0 2
93 ВАО 105.0 2
94 ВАО 100.0 2
95 ЮЗАО 250.0 2
96 ВАО 90.0 2
97 ЗАО 275.0 2
98 ЦАО 195.0 2
99 САО 159.0 2
100 ЮВАО 130.0 2
101 САО 170.0 2
102 САО 139.0 2
103 САО 135.0 2
104 САО 105.0 2
105 ЦАО 240.0 1
106 ЮЗАО 197.0 1
107 ЮЗАО 184.0 1
108 ЮАО 266.0 1
109 ЦАО 235.0 1
110 ЮВАО 204.0 1
111 ЦАО 229.0 1
112 ЦАО 245.0 1
113 ЮЗАО 165.0 1
114 ЦАО 246.0 1
115 ЮВАО 170.0 1
116 ЮЗАО 150.0 1
117 ЮЗАО 135.0 1
118 ЮЗАО 180.0 1
119 ЮЗАО 199.0 1
120 ЮЗАО 127.0 1
121 ЮВАО 60.0 1
122 ЮЗАО 205.0 1
123 ЮЗАО 215.0 1
124 ЮВАО 75.0 1
125 ЮЗАО 217.0 1
126 ЮЗАО 225.0 1
127 ЮЗАО 227.0 1
128 ЦАО 214.0 1
129 ЮЗАО 230.0 1
130 ЮВАО 80.0 1
131 ЦАО 205.0 1
132 ЮВАО 145.0 1
133 ЮВАО 95.0 1
134 ЮВАО 110.0 1
135 ЦАО 259.0 1
136 ЦАО 260.0 1
137 ЮАО 195.0 1
138 ЮАО 149.0 1
139 ЮАО 130.0 1
140 ЮАО 210.0 1
141 ЮАО 135.0 1
142 ЮАО 205.0 1
143 ЮВАО 217.0 1
144 ЮАО 144.0 1
145 ЮАО 150.0 1
146 ЮАО 129.0 1
147 ЮАО 155.0 1
148 ЮАО 165.0 1
149 ЮВАО 195.0 1
150 ЮАО 175.0 1
151 ЮВАО 205.0 1
152 ЮАО 184.0 1
153 ЮВАО 189.0 1
154 ЮАО 125.0 1
155 ЦАО 265.0 1
156 ЦАО 290.0 1
157 ЦАО 266.0 1
158 ЮЗАО 125.0 1
159 ЮЗАО 120.0 1
160 ЮАО 242.0 1
161 ЦАО 285.0 1
162 ЮЗАО 115.0 1
163 ЦАО 291.0 1
164 ЮАО 119.0 1
165 ЮАО 235.0 1
166 ЮАО 220.0 1
167 ЮЗАО 102.0 1
168 ЮЗАО 100.0 1
169 ЮВАО 175.0 1
170 ЮАО 115.0 1
171 ЮАО 79.0 1
172 СЗАО 179.0 1
173 ЦАО 199.0 1
174 САО 175.0 1
175 ЗАО 291.0 1
176 САО 80.0 1
177 САО 84.0 1
178 САО 89.0 1
179 САО 90.0 1
180 САО 100.0 1
181 САО 120.0 1
182 САО 127.0 1
183 САО 160.0 1
184 САО 162.0 1
185 САО 195.0 1
186 ЗАО 195.0 1
187 САО 204.0 1
188 САО 205.0 1
189 САО 210.0 1
190 САО 214.0 1
191 САО 215.0 1
192 САО 217.0 1
193 САО 220.0 1
194 САО 225.0 1
195 САО 242.0 1
196 САО 266.0 1
197 ЗАО 220.0 1
198 ЗАО 189.0 1
199 ЦАО 174.0 1
200 ВАО 185.0 1
201 ВАО 80.0 1
202 ВАО 94.0 1
203 ВАО 120.0 1
204 ВАО 125.0 1
205 ВАО 134.0 1
206 ВАО 138.0 1
207 ВАО 139.0 1
208 ВАО 150.0 1
209 ВАО 165.0 1
210 ВАО 170.0 1
211 ВАО 250.0 1
212 ЗАО 185.0 1
213 ЗАО 79.0 1
214 ЗАО 100.0 1
215 ЗАО 120.0 1
216 ЗАО 125.0 1
217 ЗАО 127.0 1
218 ЗАО 130.0 1
219 ЗАО 135.0 1
220 ЗАО 140.0 1
221 ЗАО 149.0 1
222 ЗАО 160.0 1
223 САО 285.0 1
224 САО 295.0 1
225 СВАО 89.0 1
226 СЗАО 220.0 1
227 СЗАО 60.0 1
228 СЗАО 95.0 1
229 СЗАО 120.0 1
230 СЗАО 124.0 1
231 СЗАО 139.0 1
232 СЗАО 149.0 1
233 СЗАО 165.0 1
234 ВАО 79.0 1
235 СЗАО 195.0 1
236 СЗАО 200.0 1
237 СЗАО 250.0 1
238 СВАО 90.0 1
239 СЗАО 270.0 1
240 ЦАО 90.0 1
241 ЦАО 94.0 1
242 ЦАО 115.0 1
243 ЦАО 125.0 1
244 ЦАО 140.0 1
245 ЦАО 149.0 1
246 ЦАО 164.0 1
247 ЦАО 169.0 1
248 ЦАО 172.0 1
249 СВАО 297.0 1
250 СВАО 290.0 1
251 СВАО 287.0 1
252 СВАО 279.0 1
253 СВАО 120.0 1
254 СВАО 124.0 1
255 СВАО 130.0 1
256 СВАО 134.0 1
257 СВАО 137.0 1
258 СВАО 140.0 1
259 СВАО 145.0 1
260 СВАО 150.0 1
261 СВАО 154.0 1
262 СВАО 155.0 1
263 СВАО 160.0 1
264 СВАО 165.0 1
265 СВАО 167.0 1
266 СВАО 179.0 1
267 СВАО 185.0 1
268 СВАО 205.0 1
269 СВАО 225.0 1
270 СВАО 230.0 1
271 СВАО 235.0 1
272 СВАО 237.0 1
273 СВАО 254.0 1
274 ЮЗАО 291.0 1
In [124]:
# считаем медианную стоимость чашки капучино в кофейне
df_coffee_house_middle_coffee_cup = df_coffee_house.groupby(['district_new'], \
                        as_index = False)[['middle_coffee_cup']].median().round(2).sort_values(by='middle_coffee_cup', ascending=False)
df_coffee_house_middle_coffee_cup
Out[124]:
district_new middle_coffee_cup
8 ЮЗАО 198.0
5 ЦАО 187.5
1 ЗАО 187.0
4 СЗАО 165.0
3 СВАО 162.5
2 САО 157.0
6 ЮАО 150.0
7 ЮВАО 145.0
0 ВАО 135.0
In [125]:
# строим столбчатую диаграмму 
fig = px.bar(df_coffee_house_middle_coffee_cup.sort_values(by='middle_coffee_cup', ascending=False), # загружаем данные и заново их сортируем
             y='middle_coffee_cup', # указываем столбец с данными для оси X
             x='district_new', # указываем столбец с данными для оси Y
             text='middle_coffee_cup', # добавляем аргумент, который отобразит текст с информацией
                                # о количестве объявлений внутри столбца графика
             color = 'district_new'
            )
# оформляем график
fig.update_layout(title='Распределение в кофейне средней стоимости чашки капучино по АО',
                   xaxis_title='Административные округа',
                   yaxis_title='Стоимость чашки капучино')
fig.show() # выводим график

На 1 месте по стоимости чашки капучино в кофейне ЮЗАО(198). На 2 месте ЦАО(187.50). На 3 месте ЗАО(187). Самое дешевое капучино в ВАО(135).

In [126]:
# общая стоимость чашек по данным
df_coffee_house['middle_coffee_cup'].sum()
Out[126]:
87717.0
In [127]:
# общее количество чашек
df_coffee_house['middle_coffee_cup'].count()
Out[127]:
514
In [128]:
# средняя цена одной чашки капучино
cup_price = df_coffee_house['middle_coffee_cup'].sum() / df_coffee_house['middle_coffee_cup'].count()
cup_price.round()
Out[128]:
171.0

При открытии кофейни можно ориентироваться на стоимость чашки не выше 171 руб.

In [129]:
# считаем Топ-15 улиц кофеен 
df_coffee_house_district_street = df_coffee_house[df_coffee_house['street'] != 'неизвестен'].groupby(['street']).agg({'name':'count'}).sort_values(by='name', ascending=False).head(15).reset_index()
df_coffee_house_district_street
Out[129]:
street name
0 проспект Мира 36
1 Ленинградский проспект 25
2 Ленинский проспект 23
3 Профсоюзная улица 18
4 Каширское шоссе 16
5 Варшавское шоссе 14
6 проспект Вернадского 14
7 Кутузовский проспект 13
8 Новослободская улица 13
9 Ленинградское шоссе 13
10 Новодмитровская улица 12
11 Дмитровское шоссе 11
12 Люблинская улица 11
13 улица Вавилова 10
14 Береговой проезд 9
In [130]:
# строим столбчатую диаграмму 
fig = px.bar(df_coffee_house_district_street.sort_values(by='name', ascending=False), # загружаем данные и заново их сортируем
             y='name', # указываем столбец с данными для оси X
             x='street', # указываем столбец с данными для оси Y
             text='name', # добавляем аргумент, который отобразит текст с информацией
                                # о количестве объявлений внутри столбца графика
             color = 'street'
            )
# оформляем график
fig.update_layout(title='топ-15 улиц по количеству кофеен',
                   xaxis_title='Улицы',
                   yaxis_title='Количество')
fig.show() # выводим график
In [131]:
# формируем список топ-15 улиц по кофейням
df_street15_coffe = ['проспект Мира', 'Ленинградский проспект' , 'Ленинский проспект', 'Профсоюзная улица' ,'Каширское шоссе', \
               'Варшавское шоссе', 'проспект Вернадского', 'Кутузовский проспект', 'Новослободская улица', 'Ленинградское шоссе',\
               'Новодмитровская улица', 'Дмитровское шоссе', 'Люблинская улица', 'улица Вавилова', 'Береговой проезд']
          
street_coffe_df15 = df_coffee_house.query('street in @df_street15_coffe')
In [132]:
# считаем Топ-15 улиц кофеен по АО
df_coffee_house_district_new_street = street_coffe_df15.groupby(['district_new','street'])\
                                   .agg({'name':'count'}).sort_values(by='name', ascending=False).reset_index()
df_coffee_house_district_new_street
Out[132]:
district_new street name
0 САО Ленинградский проспект 25
1 СВАО проспект Мира 19
2 ЮЗАО Профсоюзная улица 18
3 ЮЗАО Ленинский проспект 18
4 ЦАО проспект Мира 17
5 ЮАО Каширское шоссе 16
6 ЗАО проспект Вернадского 14
7 ЮАО Варшавское шоссе 14
8 САО Ленинградское шоссе 13
9 ЗАО Кутузовский проспект 13
10 ЦАО Новослободская улица 13
11 СВАО Новодмитровская улица 12
12 ЮВАО Люблинская улица 11
13 ЗАО Береговой проезд 9
14 САО Дмитровское шоссе 7
15 ЮАО улица Вавилова 5
16 ЮЗАО улица Вавилова 5
17 СВАО Дмитровское шоссе 4
18 ЮАО Ленинский проспект 2
19 ЗАО Ленинский проспект 2
20 ЦАО Ленинский проспект 1
In [133]:
# построим график заведений с разбивкой по категориям
plt.figure(figsize=(10, 7))

# задание параметров построения графика
ax = sns.barplot(y=df_coffee_house_district_new_street.district_new,
                 x=df_coffee_house_district_new_street.name,
                 color='#6925c2',
                 palette=['#FF0000', '#ffff00', '#1f986c', '#FF9900', '#C0C0C0', '#ff00ff', '#00FF00', '#6600CC',\
                          '#66CCFF', '#A68E34', '#21B6A8', '#7B0F20', '#D889B8', '#9CC089', '#336600'],
                 hue=df_coffee_house_district_new_street.street)            
#ax.set_xticklabels(ax.get_xticklabels(),rotation = 45)              
# подписи осей и названия
ax.set (xlabel='Количество кофеен',
        ylabel='Административные округа',
        title='Распределение кофеен топ-15 улиц по административным округам');

Больше всего кофеен находится на проспекте Мира - 36: СВАО(19), ЦАО(17).На 2 месте кофейни, которые находятся на Ленинградском проспекте - САО(25). На 3 месте Ленинский проспект- 23: ЮЗАО(18), ЮАО(2), ЗАО(2), ЦАО(1). На Профсоюзной улице ЮЗАО(18). На Каширском шоссе ЮАО(16). На Варшавском шоссе ЮАО(14) и проспекте Вернадского ЗАО(14). На Кутузовском проспекте ЗАО(13), Новослободской улице ЦАО(13), Ленинградском шоссе САО(13). На Новодмитровской улице СВАО(12). На Дмитровском шоссе - 11: САО(7), СВАО(4). На Люблинской улице ЮВАО(11). На улице Вавилова - 10: ЮАО(5), ЮЗАО(5). На Береговом проезде ЗАО(9).

In [134]:
# формируем улицы c 1 кофейней
df_coffee_house_district_street1 = df_coffee_house.groupby(['street']).agg({'name':'count'}).sort_values(by='name', ascending=True).reset_index()
df_coffee_house_district_street11 = df_coffee_house_district_street1[df_coffee_house_district_street1['name'] == 1]
df_coffee_house_district_street11
Out[134]:
street name
0 1-й Волоколамский проезд 1
1 Семёновский переулок 1
2 Семёновская площадь 1
3 Селивёрстов переулок 1
4 Севастопольский проспект 1
5 Светлогорский проезд 1
6 Саратовская улица 1
7 Самотёчная улица 1
8 Садовая-Черногрязская улица 1
9 Садовая-Триумфальная улица 1
10 Саввинская набережная 1
11 Ряжская улица 1
12 Рябиновая улица 1
13 Руновский переулок 1
14 Россошанская улица 1
15 Ракетный бульвар 1
16 Рабочая улица 1
17 Пятницкий переулок 1
18 Пяловская улица 1
19 Пулковская улица 1
20 Протопоповский переулок 1
21 Пречистенская набережная 1
22 Правобережная улица 1
23 Померанцев переулок 1
24 Сиреневый бульвар 1
25 Скаковая улица 1
26 Сколковское шоссе 1
27 Славянская площадь 1
28 Угрешская улица 1
29 Угличская улица 1
30 Тушинская улица 1
31 Туристская улица 1
32 Трубная площадь 1
33 Токмаков переулок 1
34 Тимирязевская улица 1
35 Тестовская улица 1
36 Ташкентская улица 1
37 Тарханская улица 1
38 Таможенный проезд 1
39 Полковая улица 1
40 Таманская улица 1
41 Суздальская улица 1
42 Суворовская улица 1
43 Студёный проезд 1
44 Стромынский переулок 1
45 Строгинский бульвар 1
46 Старопетровский проезд 1
47 Старокалужское шоссе 1
48 Спиридоньевский переулок 1
49 Солнечногорская улица 1
50 Смоленская-Сенная площадь 1
51 Смоленская площадь 1
52 Сущёвская улица 1
53 Полимерная улица 1
54 Поклонная улица 1
55 Подъёмная улица 1
56 Никитинская улица 1
57 Неглинная улица 1
58 Нахимовский проспект 1
59 Научный проезд 1
60 Нагорный проезд 1
61 Нагатинская набережная 1
62 Мытная улица 1
63 Москворецкая набережная 1
64 Монтажная улица 1
65 Молодёжная улица 1
66 Молодогвардейская улица 1
67 Никитский переулок 1
68 Мишина улица 1
69 Михалковская улица 1
70 Миусская площадь 1
71 Милютинский переулок 1
72 Мерзляковский переулок 1
73 Медовый переулок 1
74 Машкова улица 1
75 Малый Черкасский переулок 1
76 Малый Патриарший переулок 1
77 Малый Казённый переулок 1
78 Малый Дровяной переулок 1
79 Малый Афанасьевский переулок 1
80 Михневская улица 1
81 Уланский переулок 1
82 Никольская улица 1
83 Новгородская улица 1
84 Погонный проезд 1
85 Планерная улица 1
86 Петрозаводская улица 1
87 Перовская улица 1
88 Перервинский бульвар 1
89 улица Яблочкова 1
90 Павелецкая набережная 1
91 Осенний бульвар 1
92 Оружейный переулок 1
93 Орловский переулок 1
94 Орликов переулок 1
95 Никулинская улица 1
96 Ордынский тупик 1
97 Олонецкая улица 1
98 Окская улица 1
99 Окружной проезд 1
100 Огородный проезд 1
101 Носовихинское шоссе 1
102 Новощукинская улица 1
103 Новоспасский переулок 1
104 Новоселенский переулок 1
105 Новорязанская улица 1
106 Новоостаповская улица 1
107 Новогиреевская улица 1
108 Ольховская улица 1
109 Малая Семёновская улица 1
110 Хабаровская улица 1
111 Хитровский переулок 1
112 улица Охотный Ряд 1
113 улица Новаторов 1
114 улица Нижняя Масловка 1
115 улица Намёткина 1
116 улица Мусы Джалиля 1
117 улица Можайский Вал 1
118 улица Мнёвники 1
119 улица Маши Порываевой 1
120 улица Матросская Тишина 1
121 улица Маршала Прошлякова 1
122 улица Маршала Мерецкова 1
123 улица Маршала Захарова 1
124 улица Малыгина 1
125 улица Кржижановского 1
126 улица Константинова 1
127 улица Кондратюка 1
128 улица Клары Цеткин 1
129 улица Кедрова 1
130 улица Золоторожский Вал 1
131 улица Зацепский Вал 1
132 улица Дыбенко 1
133 улица Дудинка 1
134 улица Декабристов 1
135 улица Петра Романова 1
136 улица Плеханова 1
137 улица Поликарпова 1
138 улица Пресненский Вал 1
139 улица Юных Ленинцев 1
140 улица Щипок 1
141 улица Чаянова 1
142 улица Чаплыгина 1
143 улица Цандера 1
144 улица Хромова 1
145 улица Фадеева 1
146 улица Уткина 1
147 улица Удальцова 1
148 улица Строителей 1
149 улица Столетова 1
150 улица Гризодубовой 1
151 улица Софьи Ковалевской 1
152 улица Сергия Радонежского 1
153 улица Сергея Эйзенштейна 1
154 улица Сергея Макеева 1
155 улица Самеда Вургуна 1
156 улица Руставели 1
157 улица Розанова 1
158 улица Рождественка 1
159 улица Рогожский Вал 1
160 улица Ремизова 1
161 улица Пудовкина 1
162 улица Пречистенка 1
163 улица Симоновский Вал 1
164 улица Грекова 1
165 улица Горбунова 1
166 улица Гиляровского 1
167 улица 1812 года 1
168 ул. Профсоюзная 1
169 проспект Будённого 1
170 проспект 60-летия Октября 1
171 проезд Стратонавтов 1
172 проезд Дежнёва 1
173 проезд Берёзовой Рощи 1
174 проезд Аэропорта 1
175 площадь Победы 1
176 площадь Ганецкого 1
177 переулок Капранова 1
178 улица 8 Марта 1
179 набережная Марка Шагала 1
180 бульвар Академика Ландау 1
181 Ясногорская улица 1
182 Яковоапостольский переулок 1
183 Электрозаводская улица 1
184 Щербаковская улица 1
185 Шоссейная улица 1
186 Широкая улица 1
187 Шипиловский проезд 1
188 Чонгарский бульвар 1
189 Чертановская улица 1
190 Хоромный тупик 1
191 бульвар Энтузиастов 1
192 Химкинский бульвар 1
193 улица Авиаконструктора Миля 1
194 улица Академика Арцимовича 1
195 улица Героев Панфиловцев 1
196 улица Генерала Тюленева 1
197 улица Генерала Ермолова 1
198 улица Гастелло 1
199 улица Гарибальди 1
200 улица Габричевского 1
201 улица Викторенко 1
202 улица Верхняя Масловка 1
203 улица Бутырский Вал 1
204 улица Бочкова 1
205 улица Борисовские Пруды 1
206 улица Академика Анохина 1
207 улица Большие Каменщики 1
208 улица Бестужевых 1
209 улица Берзарина 1
210 улица Бахрушина 1
211 улица Бажова 1
212 улица Архитектора Щусева 1
213 улица Артюхиной 1
214 улица Академика Павлова 1
215 улица Академика Ильюшина 1
216 улица Академика Волгина 1
217 улица Академика Виноградова 1
218 улица Академика Варги 1
219 улица Большая Дмитровка 1
220 Малая Бронная улица 1
221 Партизанская улица 1
222 4-я улица 8 Марта 1
223 Заповедная улица 1
224 Жуков проезд 1
225 Живарёв переулок 1
226 Ермолаевский переулок 1
227 2-й Сыромятнический переулок 1
228 2-й Южнопортовый проезд 1
229 Большая Новодмитровская улица 1
230 Ельнинская улица 1
231 Большая Переяславская улица 1
232 Большая Пионерская улица 1
233 Большая Садовая улица 1
234 Донецкая улица 1
235 2-я Кабельная улица 1
236 Домостроительная улица 1
237 Домодедовская улица 1
238 2-й Рощинский проезд 1
239 3-я Радиаторская улица 1
240 2-й Котляковский переулок 1
241 Измайловская площадь 1
242 Каширский проезд 1
243 2-й Боткинский проезд 1
244 Каргопольская улица 1
245 Бойцовая улица 1
246 Карамышевская набережная 1
247 Калашный переулок 1
248 Болотная набережная 1
249 Казарменный переулок 1
250 Брянская улица 1
251 Иловайская улица 1
252 2-й Войковский проезд 1
253 Измайловский проспект 1
254 3-я улица Ямского Поля 1
255 Измайловский проезд 1
256 2-й Грайвороновский проезд 1
257 2-й Донской проезд 1
258 Богословский переулок 1
259 Большая Сухаревская площадь 1
260 2-я Карачаровская улица 1
261 Вишнёвая улица 1
262 Большой Толмачёвский переулок 1
263 3-й Нижнелихоборский проезд 1
264 Верхняя Сыромятническая улица 1
265 Большой Трёхгорный переулок 1
266 2-я Синичкина улица 1
267 Большой Факельный переулок 1
268 Верхняя Первомайская улица 1
269 2-я Хуторская улица 1
270 Верхний Сусальный переулок 1
271 Васильевская улица 1
272 Ботаническая улица 1
273 3-й Автозаводский проезд 1
274 3-й Кадашёвский переулок 1
275 Бумажный проезд 1
276 2-я Песчаная улица 1
277 Доброслободская улица 1
278 3-й Новомихалковский проезд 1
279 Большой Строченовский переулок 1
280 Днепропетровская улица 1
281 Дегтярный переулок 1
282 Грайвороновская улица 1
283 Большая Тихоновская улица 1
284 Большая Филёвская улица 1
285 Большая Черкизовская улица 1
286 Гончарная улица 1
287 2-я Квесисская улица 1
288 3-я Мытищинская улица 1
289 Гжатская улица 1
290 Большой Николопесковский переулок 1
291 Большой Палашёвский переулок 1
292 3-й Силикатный проезд 1
293 Малахитовая улица 1
294 5-й Донской проезд 1
295 Большой Тишинский переулок 1
296 Благовещенский переулок 1
297 Инженерная улица 1
298 Ботанический переулок 1
299 5-я Парковая улица 1
300 Лаврушинский переулок 1
301 Балакиревский переулок 1
302 Бакунинская улица 1
303 Байкальская улица 1
304 Краснопресненская набережная 1
305 6-я Радиальная улица 1
306 1-й Нагатинский проезд 1
307 Арбатская площадь 1
308 1-й Неопалимовский переулок 1
309 Краснохолмская набережная 1
310 Кривоколенный переулок 1
311 Анадырский проезд 1
312 Бирюлёвская улица 1
313 Левобережная улица 1
314 1-я Дубровская улица 1
315 1-й проезд Перова Поля 1
316 Авиационная улица 1
317 Крылатская улица 1
318 Крымская набережная 1
319 Кубанская улица 1
320 Авангардная улица 1
321 Кустанайская улица 1
322 9-я Парковая улица 1
323 Абельмановская улица 1
324 1-я Парковая улица 1
325 Космодамианская набережная 1
326 Лобненская улица 1
327 Банный переулок 1
328 Берсеневская набережная 1
329 Бережковская набережная 1
330 Климентовский переулок 1
331 1-я улица Леонова 1
332 Клинская улица 1
333 Люсиновская улица 1
334 5-я Кабельная улица 1
335 Колокольников переулок 1
336 1-й Колобовский переулок 1
337 Колымажный переулок 1
338 Кольская улица 1
339 Лужнецкая набережная 1
340 5-я Кожуховская улица 1
341 Беломорская улица 1
342 1-й Стрелецкий проезд 1
343 1-й Магистральный тупик 1
344 Баррикадная улица 1
345 Беловежская улица 1
346 Басманный тупик 1
347 1-я Ямская улица 1
348 4-й Вятский переулок 1
349 Лопухинский переулок 1
350 Лубянский проезд 1
351 4-я Магистральная улица 1
In [135]:
# считаем улицы c 1 кофейней
df_coffee_house_district_street11['name'].count()
Out[135]:
352
In [136]:
# общее количество улиц
df_coffee_house['name'].count()
Out[136]:
1402

Улиц с 1 кофейней 352 шт. Всего кофеен 1402. Из этого можно сделать вывод, что 4 часть из всех кофеен располагаются по одному на улице.

In [137]:
# группируем данные по категориям и административным округам
df_coffee_house_chain = df_coffee_house.groupby(['chain'], \
                        as_index = False)[['name']].count().sort_values(by='name', ascending=False)
df_coffee_house_chain
Out[137]:
chain name
1 1 714
0 0 688
In [138]:
# строим столбчатую диаграмму 
fig = px.bar(df_coffee_house_chain.sort_values(by='name', ascending=False), # загружаем данные и заново их сортируем
             x='chain', # указываем столбец с данными для оси X
             y='name', # указываем столбец с данными для оси Y
             text='name', # добавляем аргумент, который отобразит текст с информацией
                                # о количестве объявлений внутри столбца графика
             color='chain', # обозначаем категорию для разделения цветом
            )
# оформляем график
fig.update_layout(title='Количество сетевых и несетевых кофеен',
                   xaxis_title='Сетевые и несетевые кофейни',
                   yaxis_title='Количество кофеен')
fig.show() # выводим график

Сетевых кофеен 714 - это 51% от общего количества кофеен(714/1402). Не сетевых кофеен 688 - это 49% от общего количества кофеен(688/1402)

In [139]:
# группируем данные по административным округам c медианным значение заказа кофеен
district_new_middle_avg_bill_df_coffee_house = df_coffee_house.groupby(['district_new'], \
                        as_index = False)[['middle_avg_bill']].median().sort_values(by='middle_avg_bill', ascending=False)
district_new_middle_avg_bill_df_coffee_house
Out[139]:
district_new middle_avg_bill
1 ЗАО 600.0
5 ЦАО 500.0
0 ВАО 400.0
6 ЮАО 387.5
8 ЮЗАО 375.0
2 САО 325.0
3 СВАО 325.0
4 СЗАО 325.0
7 ЮВАО 250.0
In [140]:
# строим столбчатую диаграмму 
fig = px.bar(district_new_middle_avg_bill_df_coffee_house.sort_values(by='middle_avg_bill', ascending=False), # загружаем данные и заново их сортируем
             y='middle_avg_bill', # указываем столбец с данными для оси X
             x='district_new', # указываем столбец с данными для оси Y
             color='district_new', # обозначаем категорию для разделения цветом
             text='middle_avg_bill' # добавляем аргумент, который отобразит текст с информацией
                           # о количестве объявлений внутри столбца графика
            )
# оформляем график
fig.update_layout(title='Распределения среднего чека в кофейнях по административным округам',
                   xaxis_title='Административные округа',
                   yaxis_title='Стоимость заказа')
fig.show() # выводим график

Самый высокий средний чек в кофейне в ЗАО(600). На 2 месте ЦАО(500). На 3 месте ЮАО(400). Самый низкий средний чек в кофейне в ЮВАО(250).

Вывод 4 шаг: Больше всего кофеен в ЦАО(426). На втором месте САО(191), на третьем месте ССВАО159).Меньше всего кофеен в СЗАО(62).

Из 726 заведений с режимом работы «ежедневно, круглосуточно» 59(8%) кофеен. Больше всего ЦАО(26). Почти в 3 раза меньше в ЗАО(9). Меньше всего в ЮАО и ЮВАО по 1 кофейне.

Больше всего кофеен в ЦАО(26). На втором месте ЗАО(9) - это почти в 3 раза меньше, чем в ЦАО. На третьем месте ЮЗАО(7). По одному заведению в ЮВАО и ЮАО.

Наивысший рейтинг у ЦАО(4.34). У остальных АО средний рейтинг не сильно отличается: СЗАО(4.33), САО(4.29), ВАО(4.29), ЮЗАО(4.28), ЮАО(4.23), ЮВАО(4.23), СВАО(4.22), ЗАО(4.19).

На 1 месте по стоимости чашки капучино в кофейне ЮЗАО(198). На 2 месте ЦАО(187.50). На 3 месте ЗАО(187). Самое дешевое капучино в ВАО(135).

При открытии кофейни можно ориентироваться на стоимость чашки капучино не выше 171 руб.

Больше всего кофеен находится на проспекте Мира - 36: СВАО(19), ЦАО(17).На 2 месте кофейни, которые находятся на Ленинградском проспекте - САО(25). На 3 месте Ленинский проспект- 23: ЮЗАО(18), ЮАО(2), ЗАО(2), ЦАО(1). На Профсоюзной улице ЮЗАО(18). На Каширском шоссе ЮАО(16). На Варшавском шоссе ЮАО(14) и проспекте Вернадского ЗАО(14). На Кутузовском проспекте ЗАО(13), Новослободской улице ЦАО(13), Ленинградском шоссе САО(13). На Новодмитровской улице СВАО(12). На Дмитровском шоссе - 11: САО(7), СВАО(4). На Люблинской улице ЮВАО(11). На улице Вавилова - 10: ЮАО(5), ЮЗАО(5). На Береговом проезде ЗАО(9).

Улиц с 1 кофейней 352 шт. Всего кофеен 1402. Из этого можно сделать вывод, что 4 часть из всех кофеен располагаются по одному на улице.

Сетевых кофеен 714 - это 51% от общего количества кофеен(714/1402). Не сетевых кофеен 688 - это 49% от общего количества кофеен(688/1402).

Самый высокий средний чек в кофейне в ЗАО(600). На 2 месте ЦАО(500). На 3 месте ЮАО(400). Самый низкий средний чек в кофейне в ЮВАО(250).

Общие выводы по исседованию:

  • Кофейня – находится на 3 месте по популярности среди всех заведений (17 %)
  • Кофейня популярно для работы в сети (51 % сетевых заведений среди всех кофеен).
  • Средний чек в кофейне 400 рублей
  • Средняя вместимость кофеен - 80 мест
  • Из 726 заведений работающих ежедневно, круглосуточно - 8 % приходится на кофейни(59)
  • Средний рейтинг кофейни - 4.28
  • Средняя стоимость чашки капучино в кофейне 171 рубль
  • В Москве больше всего кофеен на проспектах: Мира(36), Ленинградском(25), Ленинском(23).
  • Больше всего кофеен в центральном административном округе

РЕКОМЕНДАЦИИ:

  • Ограничиться максимальной вместимостью кофейни в 80 человек
  • Продумать меню для увеличения среднего чека стоимости заказа
  • Открыть кофейню с ежедневным, круглосуточным режимом работы
  • Продумать концепцию увеличения среднего рейтинга кофейни
  • Стоимость чашки капучино в кофейне установить не выше 171 рубля
  • Не открывать кофейни на магистральных улицах, связывающих центр Москвы и МКАД
  • Избегать популярных улиц кофеен на проспектах: Мира, Ленинградском, Ленинском.
  • Рассмотреть открытие кофейни на улицах: Пятницкая и Миклухо-Маклая
  • Провести дополнительное исследование по кофейни и тому, что приносит популярность

Презентация: https://drive.google.com/drive/folders/1OnIjt95GUm_-HSXpUh7HeVcRJ49ei42z?usp=sharing